# NS3

Powered by Assemble AI

<figure><img src="/files/LOTjVk47fa4dveA0YoSA" alt=""><figcaption></figcaption></figure>

**CRYPTO INTELLIGENCE INFRASTRUCTURE**

NS3 is an AI-powered crypto news intelligence platform. AI reads every article from 20+ trusted media in real time, classifies it by importance, generates structured analysis, and delivers everything in 16 languages. Currently used by leading crypto platforms including Binance and CoinGecko.

This documentation covers everything you need to integrate NS3's data into your platform, understand how the analysis works, and start building with our RSS feeds.

### Documentation

**NS3 RSS**: Integration guide for NS3's four RSS feeds. Field specifications, AI classification details, filtering parameters, polling guides, and implementation checklists.

**Roadmap**: Development plans, upcoming features, and project milestones.

**User Guide**: Quick-start guide for the NS3 app. Core features, navigation, and notification setup.

**Use Cases**: How platforms use NS3's data across different UX surfaces.

### Commitment to Users

The Assemble AI team will continuously strive to keep all information related to **NS3** up-to-date and make it easy for users to find the materials they need. We value user feedback and plan to continuously improve and expand the document collection based on your opinions.

### Participation and Contribution

The NS3 ecosystem grows and develops through user participation and contribution. Your comments, suggestions, and questions about the document collection are always welcome. Together, let's make NS3 a stronger and more useful platform.

[**Contact Us**](https://about.ns3.ai/contact)

### In Conclusion

Through these documents, we hope you gain a deep understanding of news intelligence functions and fully leverage the various opportunities in the crypto market. With NS3, even the complex crypto market will become easier to understand and more accessible.


# NS3 API

AI-Classified, 16-Language Crypto & Macro News Intelligence

<figure><img src="/files/OEEVAYPdGYncxEywVJTV" alt=""><figcaption></figcaption></figure>

### **Crypto news infrastructure for your platform.**

> Plug in four RSS feeds and your platform gets a full AI-powered crypto news infrastructure.
>
> * Real-time News Feed with AI analysis
> * Top 10 News
> * Daily Market Update
> * News Flash
>
> All delivered in 16 languages.
>
> Currently used by leading crypto platforms including Binance and CoinGecko.

***

#### See how it works and judge the data quality for yourself

* **Top News + Individual News**: Visit [ns3.ai](https://ns3.ai) to see the Top News ranking and individual news feed at the top of the page.
* **Daily Market Update**: Visit [here](https://ns3.ai/en/top-news) to see the full 24-hour desk brief in five sections.
* **News Flash**: Install the NS3 app and enable notifications to experience breaking headlines on your device. [App Store](https://apps.apple.com/app/ns3-ai-ai-based-crypto-news/id6572281552) · [Google Play](https://play.google.com/store/apps/details?id=com.sta1.front)

***

#### What Makes This Different

Traditional news sources deliver only raw articles. Your team classifies, translates, and reformats them. NS3 RSS delivers all of that already done by AI.

* **AI-Structured Analysis:** Traditional news sources deliver only headlines and body text. Your team decides what is important. NS3 solves this: every article arrives pre-classified by importance (Level 1–5), enriched with 5-section AI Insight, tagged by news type and related coins. All done by AI before it reaches your platform.
* **16 Languages:** All content is delivered at local newsroom desk-grade quality in 16 languages. No other crypto news data provider offers this. Building this in-house means maintaining translation models, dedicating engineering resources, and absorbing token costs that scale with every language you add. Browser translation is not an option either: it does not work inside mobile apps or desktop applications where most users consume news. NS3 eliminates this entire layer. Your platform serves a global user base, and localized news increases user engagement and time spent on your platform. Visit [ns3.ai](https://ns3.ai) to see the translation quality for yourself.
* **Four Data Formats:** Not just an article feed. Four distinct formats (individual news, breaking headlines, daily briefing, importance-ranked Top 10) each designed to map directly onto a different UX surface.
* **News Quiz Data**: Every important article (Level 1–2) comes with a ready-made 4-choice quiz that tests the single most important fact. Build a read-to-earn experience where users read the news, answer the quiz, and earn points or tokens on your platform.  *(available H2 2026)*

{% hint style="success" %}
Give this page to any AI model and ask it to compare NS3 with other crypto news data providers.
{% endhint %}

***

### Use Cases

The table shows how each feed maps to common UX surfaces, applicable across exchanges, prediction markets, aggregators, research firms, and any other platform integrating crypto news.

With all four feeds integrated, you cover the complete news cycle: breaking alert (News Flash) → in-depth analysis (News RSS) → daily briefing (Daily Market Update) → ranked highlights (Top News).

{% tabs fullWidth="false" %}
{% tab title="Crypto Exchange" %}

<table><thead><tr><th width="230">UX Surface</th><th>Recommended Feed</th></tr></thead><tbody><tr><td>News feed / Trading view news tab</td><td><strong>News RSS:</strong> Use token and importance filters to tailor the feed to each surface.</td></tr><tr><td>Token detail page</td><td><strong>News RSS (crypto filter):</strong> Place "why this price moved" context right next to price data.</td></tr><tr><td>Breaking push notifications</td><td><strong>News Flash RSS:</strong> Deliver market-moving headlines directly to user devices.</td></tr><tr><td>Home screen "Top News"</td><td><strong>Top News RSS:</strong> Condense hundreds of headlines into an importance-ranked Top 10.</td></tr><tr><td>Daily market briefing / Newsletter</td><td><strong>Daily Market Update RSS:</strong> Use the single description field directly as a newsletter body or dashboard briefing.</td></tr><tr><td>Multilingual news</td><td>All feeds (16 languages). No translation infrastructure to build.</td></tr></tbody></table>
{% endtab %}

{% tab title="Prediction Market" %}

<table><thead><tr><th width="230">UX Surface</th><th>Recommended Feed</th></tr></thead><tbody><tr><td>Event/market-specific news</td><td><strong>News RSS (crypto filter + level priority):</strong> Surface relevant news to encourage informed participation.</td></tr><tr><td>Breaking alerts</td><td><strong>News Flash RSS:</strong> Deliver updates that could affect event outcomes.</td></tr><tr><td>Market context</td><td><strong>Daily Market Update RSS:</strong> Quick overview of broader conditions before placing bets.</td></tr><tr><td>Trending events</td><td><strong>Top News RSS:</strong> Use the most-watched issues to drive event creation and recommendations.</td></tr><tr><td>Multilingual support</td><td>All feeds (16 languages). No translation infrastructure to build.</td></tr></tbody></table>
{% endtab %}

{% tab title="Crypto Aggregator" %}

<table><thead><tr><th width="230">UX Surface</th><th>Recommended Feed</th></tr></thead><tbody><tr><td>Token detail page news</td><td><strong>News RSS (crypto filter):</strong> Place "why this price moved" context next to price data.</td></tr><tr><td>Full news feed</td><td><strong>News RSS:</strong> Real-time news stream across the entire market.</td></tr><tr><td>Top news highlights</td><td><strong>Top News RSS:</strong> Show the day's most important issues on home or search entry.</td></tr><tr><td>Market summary</td><td><strong>Daily Market Update RSS:</strong> Use as a market brief inside newsletters or dashboards.</td></tr><tr><td>Multilingual news</td><td>All feeds (16 languages). No translation infrastructure to build.</td></tr></tbody></table>
{% endtab %}

{% tab title="Research Firm & Media" %}

<table><thead><tr><th width="230">UX Surface</th><th>Recommended Feed</th></tr></thead><tbody><tr><td>Research pipeline input</td><td><strong>News RSS (full, using level filter):</strong> Use AI-classified importance to identify report-worthy topics.</td></tr><tr><td>Daily market briefing</td><td><strong>Daily Market Update RSS:</strong> Ready-made briefing for client reports or internal morning meetings.</td></tr><tr><td>Breaking + key news monitoring</td><td><strong>Top News RSS + News Flash RSS:</strong> Track the most important stories and breaking updates without gaps.</td></tr><tr><td>Multilingual research distribution</td><td>All feeds (16 languages). Distribute content to global clients instantly.</td></tr></tbody></table>
{% endtab %}
{% endtabs %}

***

### Four RSS Feeds

NS3 news data is produced by two independent pipelines and delivered as four RSS feeds.

<figure><img src="/files/j2fxcFOG4OffestZCt66" alt=""><figcaption></figcaption></figure>

#### Pipeline A: News Analysis

> Pipeline A reads every article published across 20+ trusted outlets (CoinDesk, Cointelegraph, Bloomberg Crypto, Reuters Crypto, and more). Every update is read by AI in real time, then analyzed, classified, and structured. It produces three feeds: News RSS, Top News RSS, and Daily Market Update RSS.

#### **1) News RSS: Individual News**

A real-time stream of every article. Each item is delivered with importance level, news type, related coins, and AI Insight already attached. URL parameters let you filter by token, importance, and more.

<figure><img src="/files/PHY6pINxIUbnUkfxkoS0" alt=""><figcaption></figcaption></figure>

{% content-ref url="/pages/94MJpNTH1MHBb4sUmdSw" %}
[News RSS](/ns3-api/news-rss)
{% endcontent-ref %}

#### 2) Top News RSS: Importance-Ranked Top 10

Articles from the past 24 hours are clustered into story groups and ranked by an importance-based algorithm to produce a Top 10. Multiple articles about the same event are merged into a single story, giving users a deduplicated view of the ten most important things happening right now. Updated every hour on the hour.

<figure><img src="/files/b8cvQPQVb1qBOb10cpxC" alt=""><figcaption></figcaption></figure>

{% content-ref url="/pages/BfMEyESfUs4BF62UbhBD" %}
[Top News RSS](/ns3-api/top-news-rss)
{% endcontent-ref %}

#### **3) Daily Market Update RSS: 24-Hour Desk Brief**

Important news from the past 24 hours (Level 1–2) is reconstructed into a narrative briefing across up to five sections. A structured desk brief that explains what happened and why it matters. Updated every hour on the hour.

<figure><img src="/files/Hc8dQ1FEPgT85Y7KrubB" alt=""><figcaption></figcaption></figure>

{% content-ref url="/pages/ECjxGom7yzy2OZoIQBtK" %}
[Daily Market Update RSS](/ns3-api/daily-market-update-rss)
{% endcontent-ref %}

#### Pipeline B: News Flash

> Pipeline B takes breaking headlines from trusted paid services (e.g. Bloomberg Terminal, Reuters), rewrites them, and delivers them as News Flash RSS. The two pipelines are complementary: News Flash breaks, News RSS analyzes.

#### **4) News Flash RSS: Breaking Headlines**

A dedicated breaking-headline feed, delivering 1–2 sentence alerts optimized for push notifications and social media distribution. News Flash tells your users what is happening right now; News RSS follows up with in-depth analysis of the same event.

<figure><img src="/files/KOboWL5NYEoqjmrglIsy" alt=""><figcaption></figcaption></figure>

{% content-ref url="/pages/llbdWmWOOJNSZBhvGVDz" %}
[News Flash RSS](/ns3-api/news-flash-rss)
{% endcontent-ref %}

***

### Copyright

* All news data delivered through NS3 RSS feeds is generated by AI that reads original articles and produces entirely new text and structure. No original text is reproduced. The resulting content is a derivative work, and copyright belongs to Assemble AI (NS3).
* This applies to all four feeds: News RSS, Top News RSS, Daily Market Update RSS, and News Flash RSS. Images included in News RSS and Top News RSS are social preview images published by the original sources.

***

### **Usage Terms**

All RSS feeds are provided free of charge under a partnership agreement. To use the feeds, satisfy at least one of the following:

* Add a do-follow link to the NS3 AI Insight page where the news is displayed.
* Credit NS3 as the source or author with the NS3 logo.
* If neither option is feasible, contact us.

***

### Detailed Documentation

For field specifications, AI classification details, filtering parameters, usage requirements, and implementation checklists, see the documentation for each feed.

1. **News RSS:** Real-time individual news stream. Field spec, AI classification details, filtering, source list.

{% content-ref url="/pages/94MJpNTH1MHBb4sUmdSw" %}
[News RSS](/ns3-api/news-rss)
{% endcontent-ref %}

2. **Top News RSS:** Importance-ranked Top 10. Ranking algorithm, story clustering.

{% content-ref url="/pages/BfMEyESfUs4BF62UbhBD" %}
[Top News RSS](/ns3-api/top-news-rss)
{% endcontent-ref %}

3. **Daily Market Update RSS:** 24-hour desk brief. Five-section structure, polling guide.

{% content-ref url="/pages/ECjxGom7yzy2OZoIQBtK" %}
[Daily Market Update RSS](/ns3-api/daily-market-update-rss)
{% endcontent-ref %}

4. **News Flash RSS:** Breaking headlines. Deduplication, high-frequency polling guide.

{% content-ref url="/pages/llbdWmWOOJNSZBhvGVDz" %}
[News Flash RSS](/ns3-api/news-flash-rss)
{% endcontent-ref %}

***

### Contact

1. For technical support or product inquiries, please reach out to us via the link below.
2. Once you've completed the NS3 integration, let us know and we'll help promote it with a post on X (Twitter).

[**contact us**](https://about.ns3.ai/contact)


# News RSS

Individual News Feed

<figure><img src="/files/LlQRDnz7xW3jnyqF0jNw" alt=""><figcaption></figcaption></figure>

### 1. Overview

News RSS is the real-time stream of individual news produced by NS3's news analysis pipeline (Pipeline A). AI reads every article published across 20+ trusted media outlets, then delivers it with importance classification, structured analysis, related coin mapping, and 16-language translation already completed.

* **Real-time updates:** As soon as news is processed and published on the NS3 platform, it appears in the RSS feed.
* **AI Insight**: Every article includes structured analysis across five sections — Key Point, Market Sentiment, Similar Past Cases, Ripple Effect, and Opportunities & Risks.
* **Latest 100 items**: Each RSS URL returns the most recent 100 news items.
* **16 languages**: All content is delivered simultaneously in 16 languages.
* **20+ trusted media**: Reads from CoinDesk, Cointelegraph, CoinMarketCap, Bloomberg Crypto, Reuters Crypto, Forbes Crypto, Fortune Crypto, The Block, Watcher.Guru, and more.
* **Content filtering**: Sponsored content, editorial-wrapped promotions, affiliate listicles, presale/casino/ICO promotions, and exchange marketing campaigns are filtered and never delivered.

***

### 2. How AI Classification Works

This section explains what data NS3's AI assigns to each news article, and how that data is derived. This is what makes NS3 fundamentally different from traditional news sources.

#### 2.1 Level & newsType

> "Would a crypto market participant NEED to know this today?" → Level 1, 2. \
> "Nice to know but can wait until tomorrow?" → Level 3.\
> "Is there anything to analyze beyond the headline?" → If no, Level 4.\
> "Is this journalism, or promotional noise?" → If noise, Level 5.

Every article is assigned an importance Level (1–5) and a newsType (breaking / important / normal). These two fields are derived from a single classification system.

When classification is uncertain, AI always downgrades by one level. The principle: underestimation is better than overestimation.

<table><thead><tr><th width="69.79998779296875">Level</th><th width="110.39996337890625">newsType</th><th width="314.599853515625">Meaning</th><th>Insight</th></tr></thead><tbody><tr><td>1</td><td>breaking</td><td>Event that can move the entire market immediately</td><td>Full Insight (5 sections)</td></tr><tr><td>2</td><td>important</td><td>Event that can realistically change market rules, access, or liquidity expectations</td><td>Full Insight (5 sections)</td></tr><tr><td>3</td><td>normal</td><td>General crypto news</td><td>Full Insight (5 sections)</td></tr><tr><td>4</td><td>normal</td><td>Routine notices, digests</td><td>Key Point only</td></tr><tr><td>5</td><td></td><td>Noise - Excluded from feed</td><td></td></tr></tbody></table>

**How classification works**

Every article passes through a four-stage classification pipeline.

<figure><img src="/files/pKlku6Ym7rmsMcVDDPaI" alt=""><figcaption></figcaption></figure>

Stage 1 (L5 Noise Filter): Removes promotional noise that harms feed quality. Sponsored content, editorial-wrapped promotions, and affiliate/traffic bait are classified as Level 5 and excluded from the feed entirely. All genuine reporting, analysis, and commentary from trusted sources passes this filter regardless of topic.

**Stage 2 (L4 Filter)**: Separates routine data and analysis-thin content from news that warrants full five-section insight. Digests, routine operational notices, contextless data points, and content where analysis sections would produce only generic statements (opinions, forecasts, small-scale project updates, chart analysis, unexecuted governance proposals) are classified as Level 4.

**Stage 3 (L2 Condition Table)**: Articles that pass Stages 1 and 2 are checked against a structured condition table across seven categories. If the article's core event matches any condition, it is classified as Level 2. If no condition matches, it is classified as Level 3.

The seven categories:

1. Regulation / Legal (legislative votes, formal guidance, court rulings, enforcement actions)
2. Institutional / Product Launch (Tier-1 institution or Top-2 exchange launches)
3. Macro Data / Policy (U.S./China official data, central bank rate decisions)
4. Market Structure / Security (hacks $30M+, liquidation cascades $1B+, exchange halts, stablecoin depegs)
5. Institutional Capital Flows (public company $1B+ crypto purchase, sovereign allocation)
6. Geopolitical / Macro Shock (chokepoint disruption, war escalation with market reaction)
7. Crypto Ecosystem Shift (executive orders, mainnet upgrades, major platform crypto integration)

**Stage 4 (L1 Override)**: Only Level 2 articles are eligible for upgrade to Level 1. An article is upgraded only when all three conditions are met: systemic scope (can reprice broad risk assets market-wide), already executed (not planned or expected), and immediate transmission (impact reaches participants within hours).

**Level definitions and examples**

**Level 1 — Critical (Systemic Regime Shift)**

A systemic event requiring immediate attention from all market participants. L1 is upgraded from L2 only when all three conditions are met: systemic scope, already executed, and immediate transmission.

* FOMC emergency inter-meeting rate decision announced
* Major country enacts immediate crypto ban with enforcement
* Active military strikes close Strait of Hormuz with oil surging 30%+ in hours
* Major algorithmic stablecoin collapse (Terra/UST-level event)

Actor restrictions: macro/policy events require U.S. or China. Stablecoin events require USDT or USDC. L1 is expected to occur 0 times on most days.

**Level 2 — Important (Meaningful Market Change)**

A concrete event that changes rules, access, liquidity expectations, or institutional demand. Determined by the Stage 3 condition table across seven categories.

* Legislative vote passes on crypto-related bill
* Regulatory agency issues formal crypto guidance or framework
* Court delivers ruling in a case with industry-wide implications
* Tier-1 institution (BlackRock, Fidelity, Goldman Sachs) or Top-2 exchange launches new product or service
* U.S./China official economic data release (CPI, NFP, GDP, rate decision)
* Protocol hack with confirmed losses of $30M+
* Major energy chokepoint disrupted with market reaction described
* Executive order signed addressing crypto assets

**Level 3 — General**

Default for articles that pass Stages 1 and 2 but do not match any L2 condition. Meaningful at the project or sector level, with enough substance for five-section analysis.

* Single ecosystem operational issues, mid-size security incidents
* Token unlock/vesting/distribution changes, limited governance decisions
* Institutional pilots without market-wide access shift
* Mid-size economy macro policy
* Research reports without binding action

**Level 4 — Routine / Data**

Routine notices, digests, and content where five-section analysis would produce only generic statements.

* Summaries/digests/roundups/market updates (always Level 4)
* Routine listings/delistings, fee events, maintenance
* Contextless whale alerts, on-chain movements, standalone data points
* Analyst price predictions, chart analysis, opinion pieces without accompanying official action
* Small-scale project updates, partnership announcements below $50M
* Unexecuted governance proposals, testnet launches

Level 5 — Noise

Promotional content disguised as news. Excluded from the feed entirely.

* Sponsored articles, advertorials, paid content, exchange marketing campaigns
* Editorial-wrapped promotions for unknown projects with unverifiable claims
* Affiliate-driven ranking listicles, clickbait price predictions, recurring pick-list filler
* "How to buy" guides, presale/ICO promotions, airdrop claim guides

**I/A/T Scoring (downstream ranking)**

After classification, Level 1-3 articles are independently scored on three dimensions. They are used by Top News RSS and Daily Market Update RSS for story ranking.

* **Impact (I)**: Scope of effect (0 = narrow, 1 = sector, 2 = broad market)
* **Actionability (A)**: How concrete the core event is (0 = narrative, 1 = verifiable marker, 2 = binding/operative now)
* **Transmission (T)**: Path to crypto markets (0 = weak, 1 = plausible near-term, 2 = direct crypto infrastructure)

#### 2.2 AI Insight

Level 1–3 articles include structured analysis in five sections. Level 4 articles include Key Point only.

<table><thead><tr><th width="179.7999267578125">Section</th><th>Core question</th></tr></thead><tbody><tr><td>Key Point</td><td>What happened? Fact-only summary of the core event. Level 1–2 includes "Why it matters."</td></tr><tr><td>Market Sentiment</td><td>How is the market likely to read this event? Provides a directional label (Bullish / Cautiously Bullish / Neutral / Cautiously Bearish / Bearish) together with a catalyst label.</td></tr><tr><td>Similar Past Cases</td><td>What happened in comparable past events? Level 1–2 provides web-search-verified historical cases.</td></tr><tr><td>Ripple Effect</td><td>Where could this event spread? Transmission mechanism analysis.</td></tr><tr><td>Opportunities &#x26; Risks</td><td>What to monitor next? Conditional action cues: "If X happens, then Y is a signal to..."</td></tr></tbody></table>

#### 2.3 mentionedCoins

Related token symbols are automatically mapped to each article.

* Based on CoinMarketCap ID table (updated daily).
* Only coins that appear in the AI-generated title, summary, or Key Point are tagged. A coin mentioned only in the original article but absent from the generated output is excluded.
* Each tagged coin passes a push-alert relevance test: the coin must be the article's core subject, or individually affected by the event in a way a holder of only that coin would find relevant. Background, price-list, and analogy mentions are excluded.

#### 2.4 Translation

NS3 translation is Equivalent Comprehension Transfer.

**Purpose**: Each language reader achieves the same level of understanding and the same level of actionability as an English-reading audience.

**Core principle**: How something is said may change. What is said never changes.

* **Allowed**: Sentence splitting/merging, replacing awkward phrasing with local finance collocations, natural clause reordering
* **Forbidden**: Adding/deleting/changing facts, strengthening/weakening certainty, adding analysis/opinions/background

When translation choices conflict — for example, a locally natural phrase that slightly shifts comprehension — resolve by the following priority:

**Optimization priority**

1. Equivalent comprehension for local readers
2. Newsroom desk tone and delivery quality
3. Natural localization

Supported languages (16): English, 简体中文, 繁體中文, 한국어, 日本語, Русский, Türkçe, Deutsch, Español, Français, Tiếng Việt, ไทย, Bahasa Indonesia, हिन्दी, Italiano, Português

***

### 3. How RSS Fields Map to UI

This section shows how each RSS field is rendered in the actual NS3 app.

<figure><img src="/files/CaEztU7CmkJWsWkxwYEs" alt=""><figcaption></figcaption></figure>

<table><thead><tr><th width="199.79998779296875">UI Element</th><th>RSS Field</th></tr></thead><tbody><tr><td>① Relative time</td><td><code>pubDate</code>  client converts absolute timestamp to relative format</td></tr><tr><td>② Headline title</td><td><code>title</code></td></tr><tr><td>③ AI Summary text</td><td><code>description</code></td></tr><tr><td>④ Cover image</td><td><code>media:content</code>  1–2 royalty-free cover images</td></tr><tr><td>⑤ IMPORTANT / BREAKING badge</td><td><code>newsType</code></td></tr><tr><td>⑥ Coin tags</td><td><code>mentionedCoins</code></td></tr><tr><td>⑦ AI INSIGHT button (click destination)</td><td><code>link</code></td></tr><tr><td>⑧ Full AI Insight analysis</td><td><code>insight</code>  5-section markdown (Level 1–3) / Key Point only (Level 4)</td></tr></tbody></table>

**Design principle**: All core content — headline, summary, navigation target, timestamp, image, classification, and analysis — is fully driven by RSS fields. This guarantees consistent behavior across web, mobile, and partner integrations.

Example feed: [https://ns3.ai](https://ns3.ai/)

***

### 4. Validate the Data Yourself

You can verify data quality directly before integration.

**News data & analysis quality**

Provide the RSS URL below to any AI model and ask what your platform could build with it.

```
https://api.ns3.ai/feed/news-data?lang=en
```

Example prompt:&#x20;

{% hint style="success" %}
Read the RSS feed at the following URL. Based on the data structure and content available in each item, list the specific news features and user experiences our crypto platform could build using this feed — without any additional data source or AI processing on our side.\
<https://api.ns3.ai/feed/news-data?lang=en>
{% endhint %}

**Translation quality**

Provide two RSS URLs — one in English and one in your target language — to any AI model and ask whether users in both languages would receive the same information.

```
https://api.ns3.ai/feed/news-data?lang=[code]
```

Replace the language code to test any of the 16 supported languages: \
`en · zh-CN · zh-TW · ko · ja · ru · tr · de · es · fr · vi · th · id · hi · it · pt`

Example prompt:&#x20;

{% hint style="success" %}
Read the news data at the following URLs — one in English and one in Korean. Compare the two and evaluate whether a Korean-speaking user would get the same level of information and the same ability to act on the news as an English-speaking user.\
<https://api.ns3.ai/feed/news-data?lang=en\\>
<https://api.ns3.ai/feed/news-data?lang=ko>
{% endhint %}

***

<details>

<summary>Technical specification for developers starts below</summary>

Section 5-12 is documentation for developers.

</details>

### 5. RSS URL & Languages

#### Base URL

```
https://api.ns3.ai/feed/news-data?lang=en
```

#### 16 Language URLs

<table><thead><tr><th width="149.79998779296875">Language</th><th width="99.79998779296875">Code</th><th>URL</th></tr></thead><tbody><tr><td>English</td><td>en</td><td><code>https://api.ns3.ai/feed/news-data?lang=en</code></td></tr><tr><td>简体中文</td><td>zh-CN</td><td><code>https://api.ns3.ai/feed/news-data?lang=zh-CN</code></td></tr><tr><td>繁體中文</td><td>zh-TW</td><td><code>https://api.ns3.ai/feed/news-data?lang=zh-TW</code></td></tr><tr><td>한국어</td><td>ko</td><td><code>https://api.ns3.ai/feed/news-data?lang=ko</code></td></tr><tr><td>日本語</td><td>ja</td><td><code>https://api.ns3.ai/feed/news-data?lang=ja</code></td></tr><tr><td>Русский</td><td>ru</td><td><code>https://api.ns3.ai/feed/news-data?lang=ru</code></td></tr><tr><td>Türkçe</td><td>tr</td><td><code>https://api.ns3.ai/feed/news-data?lang=tr</code></td></tr><tr><td>Deutsch</td><td>de</td><td><code>https://api.ns3.ai/feed/news-data?lang=de</code></td></tr><tr><td>Español</td><td>es</td><td><code>https://api.ns3.ai/feed/news-data?lang=es</code></td></tr><tr><td>Français</td><td>fr</td><td><code>https://api.ns3.ai/feed/news-data?lang=fr</code></td></tr><tr><td>Tiếng Việt</td><td>vi</td><td><code>https://api.ns3.ai/feed/news-data?lang=vi</code></td></tr><tr><td>ไทย</td><td>th</td><td><code>https://api.ns3.ai/feed/news-data?lang=th</code></td></tr><tr><td>Bahasa Indonesia</td><td>id</td><td><code>https://api.ns3.ai/feed/news-data?lang=id</code></td></tr><tr><td>हिन्दी</td><td>hi</td><td><code>https://api.ns3.ai/feed/news-data?lang=hi</code></td></tr><tr><td>Italiano</td><td>it</td><td><code>https://api.ns3.ai/feed/news-data?lang=it</code></td></tr><tr><td>Português</td><td>pt</td><td><code>https://api.ns3.ai/feed/news-data?lang=pt</code></td></tr></tbody></table>

`lang` is a required parameter. All other parameters are optional.

***

### 6. Item Field Specification

#### 6.1 Standard RSS Fields

```xml
<item>
  <title><![CDATA[Bitcoin falls to $68,000 as Middle East conflict revives crypto volatility]]></title>
  <description><![CDATA[Bitcoin fell back to about $68,005, down around 3% over the past day after briefly trading above $70,000 this week. Spot Bitcoin exchange-traded funds saw about $576.8 million in redemptions on Thursday and Friday after earlier inflows.]]></description>
  <link>https://ns3.ai/en/news/wTdCkiJv36</link>
  <guid isPermaLink="true">https://ns3.ai/en/news/wTdCkiJv36</guid>
  <pubDate>Sat, 07 Mar 2026 15:04:45 GMT</pubDate>
  <insight><![CDATA[## Key Point
Bitcoin fell back to about $68,005, down around 3% over the past day.
## Market Sentiment
Cautiously Bearish, Macro-driven
Reason: The combination of geopolitical tension and ETF outflows pressures risk assets.
## Similar Past Cases
Analysis of comparable past events and outcomes.
## Ripple Effect
Transmission mechanism analysis.
## Opportunities & Risks
**Opportunities**: Conditional opportunity cues.
**Risks**: Conditional risk cues.]]></insight>
  <mentionedCoins>BTC,ETH,XRP</mentionedCoins>
  <storyKey>{"entity":["btc"],"action":"report","figure":["68k"],"keywords":["btc","middle-east","iran"]}</storyKey>
  <newsType>normal</newsType>
  <level>3</level>
  <media:content medium="image" url="https://assemble-ai-files.s3.amazonaws.com/<image-1>"> </media:content>
  <media:content medium="image" url="https://assemble-ai-files.s3.amazonaws.com/<image-2>"> </media:content>
</item>
```

**`title`**

* Meaning: AI-generated news headline
* Type: `string` (CDATA-wrapped)
* Use: Primary headline text in feed lists

**`description`**

* Meaning: Core summary of the original article (1–4 sentences)
* Type: `string` (CDATA-wrapped)
* Use: Article preview snippet
* Note: CDATA-wrapped; the content is plain text, not HTML. Normalize whitespace and line breaks on the client side.

**`link`**

* Meaning: NS3 AI INSIGHT page URL (click destination)
* Type: `URL string`
* Use: Used when linking to the NS3 Insight page rather than serving AI Insight internally.

**`guid`**

* Meaning: Unique item identifier (deduplication, update tracking)
* Type: `URL string`, `isPermaLink="true"`
* Note: Currently matches `link`, but do not assume they always match.
* Recommended: Use `guid` for deduplication, `link` for navigation.

**`pubDate`**

* Meaning: Publish time from the original source
* Type: RFC 822/1123 format (e.g., `Tue, 27 Jan 2026 06:33:37 GMT`)
* Use: Timeline ordering, "3 min ago / 2 hours ago" display

**`media:content`**

* Meaning: Cover images for the article — royalty-free and free for partners to use.
* Type: URL string, `medium="image"`. Delivered as **1–2 repeated `<media:content>` elements** per item.
* Selection: Cover images are matched from the NS3 image library based on the article's key subjects. Each subject is backed by a group of images, and one is selected at random — so the same subject may appear with different images across articles.
* Default: When no match is found, a single `<media:content>` returns the NS3 default logo (`https://ns3.ai/default.png`). The image field is never empty.
* Default replacement: If a cover image URL is `https://ns3.ai/default.png`, partners may replace it with their own image.
* Size & ratio: Cover images are either **square or landscape (wide) rectangles**, and vary in size — they are not standardized, since partners' preferred ratios differ.
* Usage: Use one image, or compose multiple freely (e.g., two images side by side). Depending on your UI, a **1.91:1 (landscape) or 1:1 (square) display frame is recommended** — 1.91:1 for desktop and link-preview surfaces, 1:1 for mobile and compact surfaces. Render with `object-fit: cover` for uniform cards, and avoid heavy upscaling of small images.

**Cover image composition (NS3 reference pattern)**

The feed delivers **1–2 cover images per article — never zero** (when no library image matches, the NS3 default logo fills the slot). Cover images vary in size and aspect ratio and are not standardized; partners may compose them however they prefer. For reference, NS3's own apps render them as follows:

* **Desktop — 1.91:1 landscape frame:** when one image is provided, it fills the frame; when two images are provided, they are shown as a side-by-side split cover (X / Twitter style). On desktop, all provided images are used.
* **Mobile — 1:1 square frame:** only one image is used — the primary image (`media:content[0]`) — even when two images are provided.

The first `<media:content>` element is the article's primary subject; use it as the representative image for single-image and mobile layouts. Partners are encouraged to reference this pattern and adapt it to their own UI. A 1.91:1 frame suits desktop and link-preview surfaces; 1:1 suits mobile and compact surfaces.

**Recommended composition by frame ratio:**

* **1:1 (square) frame:** use a single cover image. The first image (`media:content[0]`) is the most relevant, so use it.
* **1.91:1 (landscape) frame:** use one or both images. When two images are provided, a side-by-side split cover (X / Twitter style) is recommended; a single image also displays well in a 1.91:1 frame.

In short, partners can implement a variety of cover styles depending on their UI.

<figure><img src="/files/Aa3R6SMNc7K9ziO9RXCz" alt=""><figcaption><p><strong>A single cover image.</strong> When the feed returns one image, it fills the full 1.91:1 frame.</p></figcaption></figure>

<figure><img src="/files/82AghrkzvS3jhk0xXVO8" alt=""><figcaption><p><strong>Two cover images, composed side by side.</strong> When the feed returns two <code>&#x3C;media:content></code> images, they can be rendered as a split cover — X (Twitter) style.</p></figcaption></figure>

Tip: The two-image split mirrors how X (Twitter) lays out a two-image post. It works well for stories involving two entities.&#x20;

#### 6.2 NS3 Extended Fields

**`mentionedCoins`**

* Meaning: Token symbols related to the article
* Type: `string` (CSV format, e.g., `BTC,ETH,SOL`)
* Note: **May be missing.** If no token is explicitly mentioned, the value may be empty or the tag absent.
* Parsing: Split by `,` → trim each item → normalize to uppercase

**`newsType`**

* Meaning: AI-assigned news type
* Values: `normal` | `important` | `breaking`
* Type: `enum string`
* Use: "Breaking only", "Important only" UI filters

**`level`**

* Meaning: AI-assigned news importance (1 = most important)
* Values: `1` | `2` | `3` | `4` | `5`
* Type: `integer`
* Use: Push notification / exposure priority policy
* Note: Level 5 is excluded from the RSS feed.

**`storyKey`**

* Meaning: Structured event identifier used for clustering and cross-article discovery.
* Type: JSON object serialized as a string inside the `<storyKey>` element, or null for Level 5 articles (which are excluded from the feed anyway).
* Clustering role: `entity`, `action`, and `figure` together form the clustering key. Articles that share the same actor, action, and key figure describe the same event. `keywords` is a separate discovery tag array and is not used for clustering.

<table><thead><tr><th width="120.111083984375">Field</th><th width="259.6666259765625">Meaning</th><th>Example values</th></tr></thead><tbody><tr><td>entity</td><td>Primary actor or subject (array of 1–2)</td><td><code>["sec"]</code>, <code>["blackrock"]</code>, <code>["trump","iran"]</code></td></tr><tr><td>action</td><td>Core action category from a fixed list</td><td><code>ruling</code>, <code>launch</code>, <code>hack</code>, <code>agreement</code></td></tr><tr><td>figure</td><td>Key numeric value, or none (array of 1–2)</td><td><code>["329.9m"]</code>, <code>["15pct"]</code>, <code>["none"]</code></td></tr><tr><td>keywords</td><td>Discovery tag array (3–8 items)</td><td><code>["strategy","btc","treasury","saylor"]</code></td></tr></tbody></table>

**Using the `keywords` field:**

* **Prediction market contract mapping** — match news to prediction market contracts (e.g., Polymarket, Kalshi) by comparing contract topic tags with article `keywords`.
* **Related news grouping** — power "related news" rails and cross-article discovery based on shared topic tags, even across different story clusters.
* **Cover image mapping** — the article's keywords are matched against the image library to select the cover image(s) delivered in `media:content`. Keywords are ordered by importance, so the leading keywords drive the primary cover image (and, when two images are returned, the second). When no keyword matches the library, the NS3 default logo (`https://ns3.ai/default.png`) is returned.
* **Topic watchlists and alerts** — let users subscribe to topics rather than only coins (e.g., `fomc`, `ceasefire`, `hormuz`, `tariff`) and push alerts when matching articles appear. Particularly useful for users focused on macro and geopolitical risk.
* **Theme filters beyond tickers** — filter by themes that `mentionedCoins` cannot capture, such as `tokenization`, `regulation`, `rwa`, or `ipo`, for themed dashboards and research surfaces.

#### 6.3 AI Insight Field

**`insight`**

* Meaning: Full AI structured analysis
* Type: string (CDATA-wrapped, markdown format). Render as rich text or parse individual sections by splitting on `##` headings.
* Section delimiter: `##` headings

**Level 1–3 structure:**

```xml
<insight><![CDATA[## Key Point
Fact-based core summary from the article.

Why it matters: (Level 1–2 only)

## Market Sentiment
Cautiously Bullish, Regulatory-driven

Reason: Rationale for the directional label.

## Similar Past Cases
Analysis of comparable past events and outcomes.

## Ripple Effect
Transmission mechanism analysis.

## Opportunities & Risks
**Opportunities**: Conditional opportunity cues.

**Risks**: Conditional risk cues.]]></insight>
```

**Level 4 structure:**

```xml
<insight><![CDATA[## Key Point
Core event summary. (2–3 sentences)]]></insight>
```

**Parsing guide**: Split on the `##` string to extract individual sections. Depending on your platform's needs, render the full insight or selectively use specific sections.

***

### 7. Filtering (URL Parameters)

All filter parameters are appended to the base URL as `&key=value`. URL-encode parameter values when they contain reserved characters.

#### 7.1 Token filter: `crypto` (multi)

Returns only news related to a specific token.

```
https://api.ns3.ai/feed/news-data?lang=en&crypto=BTC
https://api.ns3.ai/feed/news-data?lang=en&crypto=BTC,ETH
```

#### 7.2 News type filter: `newsType` (single)

```
https://api.ns3.ai/feed/news-data?lang=en&newsType=important
```

#### 7.3 Exclude sources: `excludeSources` (multi)

Source IDs are listed in the table in Section 8.

```
https://api.ns3.ai/feed/news-data?lang=en&excludeSources=2
https://api.ns3.ai/feed/news-data?lang=en&excludeSources=1,2
```

If `,` is a reserved character in your environment, use URL encoding: `excludeSources=1%2C2`

#### 7.4 Exclude levels: `excludeLevels` (multi)

Excludes articles at specific levels.

<table><thead><tr><th width="69.79998779296875">Level</th><th width="110.39996337890625">newsType</th><th width="314.599853515625">Meaning</th><th>Insight</th></tr></thead><tbody><tr><td>1</td><td>breaking</td><td>Event that can move the entire market immediately</td><td>Full Insight (5 sections)</td></tr><tr><td>2</td><td>important</td><td>Event that can realistically change market rules, access, or liquidity expectations</td><td>Full Insight (5 sections)</td></tr><tr><td>3</td><td>normal</td><td>General crypto news</td><td>Full Insight (5 sections)</td></tr><tr><td>4</td><td>normal</td><td>Routine notices, digests</td><td>Key Point only</td></tr><tr><td>5</td><td></td><td>Noise - Excluded from feed</td><td></td></tr></tbody></table>

```
https://api.ns3.ai/feed/news-data?lang=en&excludeLevels=4
https://api.ns3.ai/feed/news-data?lang=en&excludeLevels=1,2,3
```

#### **7.5 Exclude categories: `excludeCategories` (multi)**

Excludes articles in specific categories. Category IDs:

<table><thead><tr><th width="100.22222900390625">ID</th><th>Category</th></tr></thead><tbody><tr><td>1</td><td>Market Trends</td></tr><tr><td>2</td><td>Regulation &#x26; Policy</td></tr><tr><td>3</td><td>Institutional Updates</td></tr><tr><td>4</td><td>Market Outlook &#x26; Expert Views</td></tr><tr><td>5</td><td>General</td></tr><tr><td>6</td><td>Exchange &#x26; Venue Operations</td></tr><tr><td>7</td><td>Macro &#x26; Geopolitical</td></tr><tr><td>8</td><td>Security &#x26; Incidents</td></tr></tbody></table>

Example: Exclude exchange listing news and routine notices:

```
https://api.ns3.ai/feed/news-data?lang=en&excludeCategories=6
```

Multiple categories can be excluded:

```
https://api.ns3.ai/feed/news-data?lang=en&excludeCategories=6,7
```

#### **7.6 Result limit: `limit` (single)**

Controls the number of items returned. Default is 100.

```
https://api.ns3.ai/feed/news-data?lang=en&limit=20
```

<table><thead><tr><th width="143.22222900390625">limit</th><th width="202.4444580078125">Estimated tokens</th><th>Use case</th></tr></thead><tbody><tr><td>10</td><td>~7,000–9,500</td><td>Quick scan</td></tr><tr><td>20</td><td>~14,000–19,000</td><td>Recommended default</td></tr><tr><td>50</td><td>~35,000–47,500</td><td>Broad range</td></tr><tr><td>100 (default)</td><td>~68,000–94,000</td><td>Full feed</td></tr></tbody></table>

Token estimates are based on Level 2–3 articles (5-section insight included). Level 4 articles contain Key Point only and are significantly lighter at approximately 250 tokens per item.

This parameter was introduced primarily for AI agent integrations, where each RSS fetch consumes context window tokens. Reducing the item count directly reduces token cost per call. For traditional polling integrations, `limit` is also useful when the platform only needs a fixed number of recent items per poll cycle (e.g., displaying the latest 10 articles on a homepage widget), reducing payload size and parse time.

`limit` controls only the number of items returned. Increasing the limit does not produce new news. It adds older articles. Combine with filters for best results:

```
https://api.ns3.ai/feed/news-data?lang=en&crypto=BTC&limit=20
```

#### **7.7 Recommended filter for exchanges**

When using News RSS as the news feed on an exchange platform, competitor exchange listings, fee changes, and routine operational notices are typically unwanted. The following filter combination blocks approximately 99% of other exchange-related news:

```
https://api.ns3.ai/feed/news-data?lang=en&excludeCategories=6&excludeLevels=4
```

<table><thead><tr><th width="207.77777099609375">Parameter</th><th>Effect</th></tr></thead><tbody><tr><td><code>excludeCategories=6</code></td><td>Removes Exchange &#x26; Venue Operations (competitor listings, fee changes, regional expansion, maintenance, system updates, exchange-targeted regulatory actions)</td></tr><tr><td><code>excludeLevels=4</code></td><td>Removes routine notices and data-only articles.</td></tr></tbody></table>

#### 7.8 Combined filters

Multiple parameters can be combined.

BTC-related news only, exchange operations excluded, promotional noise excluded, latest 20 items:&#x20;

```
https://api.ns3.ai/feed/news-data?lang=en&crypto=BTC&excludeCategories=6&excludeLevels=4&limit=20
```

***

### 8. Original Source Media

Media sources by NS3. Use the source ID with the `excludeSources` parameter.

<table><thead><tr><th width="99.79998779296875">ID</th><th>Source Name</th></tr></thead><tbody><tr><td>1</td><td>Cointelegraph</td></tr><tr><td>2</td><td>CoinDesk</td></tr><tr><td>3</td><td>CoinMarketCap</td></tr><tr><td>4</td><td>Watcher.Guru</td></tr><tr><td>5</td><td>The Daily Hodl</td></tr><tr><td>6</td><td>Beincrypto</td></tr><tr><td>7</td><td>Decrypt</td></tr><tr><td>8</td><td>The Block</td></tr><tr><td>9</td><td>Bloomberg Crypto</td></tr><tr><td>10</td><td>Forbes Crypto</td></tr><tr><td>11</td><td>Reuters Crypto</td></tr><tr><td>12</td><td>Fortune Crypto</td></tr><tr><td>13</td><td>CoinNess</td></tr><tr><td>14</td><td>Odaily</td></tr><tr><td>15</td><td>CryptoSlate</td></tr><tr><td>16</td><td>Bitcoin Magazine</td></tr><tr><td>17</td><td>DL News</td></tr><tr><td>18</td><td>The Defiant</td></tr><tr><td>19</td><td>Protos</td></tr><tr><td>20</td><td>Wu Blockchain</td></tr></tbody></table>

***

### 9. Error Handling & Edge Cases

Client implementations should handle the following cases by default.

#### 9.1 Default cover image

* Cause: No matching image was found in the NS3 image library for the article's key subjects.
* Behavior: A single `<media:content>` returns the NS3 default logo (`https://ns3.ai/default.png`). The image field is never empty.
* Product: Display the default as-is, or detect the `https://ns3.ai/default.png` URL and substitute your own brand image.
* Engineering: Expect 1–2 `<media:content>` elements per item. Iterate all of them rather than reading only the first.

#### 9.2 Missing or empty `mentionedCoins`

* Cause: No token is explicitly mentioned, or AI cannot confidently map symbols.
* Product: Hide the coin tag area.
* Engineering: Allow both missing tag and empty string. If parsing yields an empty array, treat as "no tokens."

#### 9.3 Potential `guid` vs `link` mismatch

* guid and link currently share the same value, but this is not guaranteed. They may diverge in future updates.
* Use `guid` for deduplication, `link` for navigation.

#### 9.4 `pubDate` parsing failure

* `pubDate` is typically RFC 822/1123, but environments may vary.
* Engineering: Parse RFC 822/1123 first, then fall back to ISO 8601 (defensive parsing).

#### 9.5 `insight` field handling

* Level 1–3: Contains all 5 sections.
* Level 4: Contains `## Key Point` section only.
* When splitting on `##` , account for the variable number of sections.

#### 9.6 **HTTP error handling**

<table><thead><tr><th width="150.33331298828125">Status</th><th>Meaning</th><th>Recommended action</th></tr></thead><tbody><tr><td>200</td><td>Success</td><td>Process feed normally</td></tr><tr><td>304</td><td>Not Modified</td><td>Use cached version (when conditional request headers are supported)</td></tr><tr><td>400</td><td>Bad Request (e.g., invalid <code>lang</code> code)</td><td>Check parameter values</td></tr><tr><td>500, 502, 503</td><td>Server error</td><td>Retry after 30–60 seconds. Do not retry immediately in a tight loop.</td></tr></tbody></table>

> If the server is unreachable or returns a non-200 response, continue serving the last successfully fetched feed until the next successful poll.

***

### 10. Polling & Caching

News RSS updates in real time.

#### Recommended polling interval

* 5 minute – 15 minutes
* Adjust based on traffic, cost, and UX balance.

#### Caching principles

* If the server provides `ETag` / `Last-Modified`, use conditional requests (`If-None-Match` / `If-Modified-Since`).
* If not provided: Set a short client-side TTL (e.g., 1–5 minutes) and refresh.
* Feeds are limited to the latest 100 items. Clients inactive for extended periods may miss intermediate items.

***

### 11. Implementation Checklist

* [x] Deduplicate using `guid` (navigate using `link`)
* [x] Handle missing `media:content` with thumbnail fallback
* [x] Parse `mentionedCoins` CSV into a list (allow empty)
* [x] Treat `newsType` as a 3-value enum
* [x] Implement push/priority logic based on `level`
* [x] Parse `insight` markdown (split sections on `##` )
* [x] Account for Level 4 insight containing Key Point only
* [x] Support 16 languages via `lang` parameter
* [x] Set polling interval (5–15 minutes recommended)
* [x] Defensive `pubDate` parsing (RFC 822 + ISO 8601 fallback)

***

### 12. FAQ

**Q: How many Level 1 articles occur per day?**

Level 1 is reserved for system-level events that can move the entire market immediately. Most days produce zero. Even during major events, expect 1–2 per day at most. Level 2 articles average 30–50 per weekday. The majority of articles are Level 3.

**Q: Is newsType "breaking" the same as a News Flash RSS headline?**

No. newsType "breaking" is a classification assigned by the news analysis AI based on an individual article's importance. News Flash RSS is a separate feed produced by a different pipeline (paid breaking news services → AI rewrite). The sources and production processes are entirely different.

**Q: How many articles are included in a feed?**

Each RSS URL returns the latest 100 items by default. Use the `limit` parameter to reduce the number of items returned (e.g., `limit=20` returns the latest 20). Filters such as `crypto`, `newsType`, and `excludeCategories` narrow the scope first, then the feed returns up to 100 (or the specified limit) items within that scope. Increasing the limit does not produce new news. It adds older articles.

**Q: If a digest article contains a major event, does its Level get elevated?**

No. Digest/roundup/market update articles are always Level 4, regardless of what they contain.

**Q: Why do multiple articles about the same event appear?**

NS3 reads articles from 20+ media outlets. When multiple outlets cover the same event, each is analyzed and delivered independently. Every article includes a `storyKey` field (entity, action, figure, keywords) that identifies which event it belongs to. Articles that share the same entity, action, and figure describe the same story. Partners can use storyKey to build their own story grouping or deduplication. For pre-built story clustering, use Top News RSS, which groups related articles and delivers a ranked Top 10.

**Q: Can I receive only articles at specific levels?**

Use the `excludeLevels` parameter to exclude specific levels. For example, `&excludeLevels=4` delivers only Level 1–3 articles. `newsType=important` filters to Level 2 articles only.

**Q: Where do the cover images come from, and can they be missing?**

Each article includes **1–2 NS3 cover images**, delivered as `<media:content>` elements. These are royalty-free, NS3-supplied images selected from an image library based on the article's keyword. The image field is **never empty**: when no library image matches, the NS3 default logo (`https://ns3.ai/default.png`) is returned, which you may replace with your own image. Note that the same subject may appear with different images across articles, since each subject is backed by a group of images selected at random. For display, a 1.91:1 (landscape) or 1:1 (square) frame is recommended depending on your UI.

**Q: Why are some on-chain movement or liquidation articles classified as Level 4?**

When an article reports only a data point (e.g., a wallet transfer with no stated reason, a small liquidation snapshot, or a price-level crossing with no catalyst), there is nothing to analyze beyond the headline. These articles receive Key Point only. If the same type of article includes a stated cause, a known-event connection, or systemic framing, it passes to Level 3 with full analysis.

**Q: Are geopolitical or macro news articles excluded as off-domain?**

No. All genuine reporting from trusted sources passes the feed regardless of topic. Geopolitical events, macroeconomic data, and traditional finance news are classified at Level 2-4 based on their market impact. Only promotional noise (sponsored content, affiliate listicles, editorial-wrapped promotions) is excluded as Level 5.


# Top News RSS

Importance-Ranked Top 10

<figure><img src="/files/LlQRDnz7xW3jnyqF0jNw" alt=""><figcaption></figcaption></figure>

### 1. Overview

Top News RSS clusters the past 24 hours of important news at the story level and delivers a ranked Top 10 by structural importance. Out of hundreds of articles published across 20+ media outlets, AI selects the 10 most important stories and ranks them.

* **Story-level Top 10**: A ranking of stories (same event merged into one), not individual articles.
* **Important news only**: Only articles classified as Level 1–2 by the news analysis pipeline are used.
* **Updated every hour**: To keep the ranking current, a new edition is generated on the hour using the most recent 24-hour window.
* **16 languages**: Every ranking is delivered simultaneously in 16 languages.
* **AI Insight included**: Every item includes structured analysis across five sections: Key Point, Market Sentiment, Similar Past Cases, Ripple Effect, and Opportunities & Risks.

[News RSS](/ns3-api/news-rss) delivers every individual article. Top News RSS delivers the 10 most important stories from the past 24 hours.

***

### 2. How the Ranking Is Generated

The ranking takes articles that the news analysis pipeline has determined to be important (Level 1–2) as input, then applies story clustering and structural importance sorting to produce the output.

<figure><img src="/files/0pxPvBKZlmH4P5d5Rbo0" alt=""><figcaption></figcaption></figure>

**Input: Level 1–2 articles only**

Only articles classified as Level 1–2 by the news analysis pipeline are used. These are pre-verified important news.

**Story clustering**

Multiple reports about the same event are merged into a single story. Clustering is based on same actor + same action + same object. If five outlets cover the same event, the ranking delivers it as one consolidated story.

**Representative item selection**

For each story, the article that best reflects the latest material update is selected as the representative item. The title, description, link, and pubDate exposed in the RSS correspond to this representative item.

**Importance-based sorting**

Sorting uses structural importance (Impact × Actionability × Transmission) as the primary criterion, and coverage volume (how many outlets reported it) as the secondary criterion. When structural importance is equal, stories validated by more outlets rank higher. Repeated coverage from the same outlet is capped to prevent ranking distortion.

**Top 10 output**

The top 10 stories from the sorted list are selected and assigned rank 1–10. If fewer than 10 stories exist, only the available stories are returned.

> This ranking shares the same input pipeline and story clustering with [Daily Market Update RSS](/ns3-api/daily-market-update-rss). The difference is the output format: Daily Market Update delivers a five-section narrative briefing, Top News RSS delivers a ranked Top 10 list.

***

### 3. How RSS Fields Map to UI

This section shows how each RSS field is rendered in the actual NS3 app.

<figure><img src="/files/BCQMP1YZGXx6QiNv6xBe" alt=""><figcaption></figcaption></figure>

| UI Element                           | RSS Field                       |
| ------------------------------------ | ------------------------------- |
| ① Update time ("Update an hour ago") | `lastBuildDate` (channel level) |
| ② Ranking badge (#1, #2, ... #10)    | `rank`                          |
| ③ Headline text                      | `title`                         |
| Tap/click destination                | `link` (AI Insight page)        |

In the app UI, the Top News ranking displays only rank and title. Description, images, and coin tags are not shown in the ranking list. When a user taps an individual item, the full analysis is available on the AI Insight detail page via `link`. This design is optimized for scannability and priority ordering.

The RSS feed also includes `description`, `media:content`, `mentionedCoins`, and `insight` fields, so platforms can render summaries, images, coin tags, and AI Insight alongside the ranking as needed.

Example feed: <https://ns3.ai>

***

### 4. Validate the Data Yourself

Verify ranking quality directly before integration.

**Validate the ranking**

Ask any AI model to search for recent crypto news first, then compare it against the Top News ranking.

```
https://api.ns3.ai/feed/news-ranking?lang=en
```

**Example prompt:**&#x20;

{% hint style="success" %}
Search for the most important crypto news from the past 24 hours. Then read the Top 10 ranking at the following URL and evaluate whether the ranking accurately reflects the most important events.\
<https://api.ns3.ai/feed/news-ranking?lang=en>
{% endhint %}

**Translation quality**

Provide a language-specific Top News RSS to any AI model and ask whether it reads naturally to local financial news readers.

```
https://api.ns3.ai/feed/news-ranking?lang=ko
```

Replace the language code to test any of the 16 supported languages: \
`en · zh-CN · zh-TW · ko · ja · ru · tr · de · es · fr · vi · th · id · hi · it · pt`

**Example prompt:**

{% hint style="success" %}
Read the Top 10 ranking at the following URLs, one in English and one in Korean. Compare the two and evaluate whether a Korean-speaking user would get the same level of information and the same ability to act on the news as an English-speaking user.\
<https://api.ns3.ai/feed/news-ranking?lang=en\\>
<https://api.ns3.ai/feed/news-ranking?lang=ko>
{% endhint %}

***

<details>

<summary>Technical specification for developers starts below</summary>

Section 5-11 is documentation for developers.

</details>

### 5. RSS URL & Languages

#### Base URL

```
https://api.ns3.ai/feed/news-ranking?lang=en
```

#### 16 Language URLs

<table><thead><tr><th width="169.88885498046875">Language</th><th width="99.6666259765625">Code</th><th>URL</th></tr></thead><tbody><tr><td>English</td><td>en</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=en</code></td></tr><tr><td>简体中文</td><td>zh-CN</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=zh-CN</code></td></tr><tr><td>繁體中文</td><td>zh-TW</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=zh-TW</code></td></tr><tr><td>한국어</td><td>ko</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=ko</code></td></tr><tr><td>日本語</td><td>ja</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=ja</code></td></tr><tr><td>Русский</td><td>ru</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=ru</code></td></tr><tr><td>Türkçe</td><td>tr</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=tr</code></td></tr><tr><td>Deutsch</td><td>de</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=de</code></td></tr><tr><td>Español</td><td>es</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=es</code></td></tr><tr><td>Français</td><td>fr</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=fr</code></td></tr><tr><td>Tiếng Việt</td><td>vi</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=vi</code></td></tr><tr><td>ไทย</td><td>th</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=th</code></td></tr><tr><td>Bahasa Indonesia</td><td>id</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=id</code></td></tr><tr><td>हिन्दी</td><td>hi</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=hi</code></td></tr><tr><td>Italiano</td><td>it</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=it</code></td></tr><tr><td>Português</td><td>pt</td><td><code>https://api.ns3.ai/feed/news-ranking?lang=pt</code></td></tr></tbody></table>

`lang` is a required parameter. This feed has no other filter parameters.

***

### 6. Item Field Specification

This feed returns the latest single set of the Top 10 ranking. Maximum 10 items.

#### 6.1 Standard RSS Fields

```xml
<item>
    <title><![CDATA[U.S. February Jobs Report Shows 92,000 Job Losses Against Forecast of Gains]]></title>
    <description><![CDATA[The U.S. February employment report showed a loss of 92,000 jobs instead of the previously expected gain of 50,000 jobs. The weaker data has fueled expectations that the Federal Reserve may cut interest rates to support the economy.]]></description>
    <link>https://ns3.ai/en/news/VvDysMBZIl</link>
    <guid isPermaLink="false">https://ns3.ai/en/news/VvDysMBZIl</guid>
    <pubDate>Sat, 07 Mar 2026 12:47:37 GMT</pubDate>
    <media:content medium="image" url="https://example.com/image.jpg">
    </media:content>
    <mentionedCoins>BTC</mentionedCoins>
    <rank>1</rank>
    <insight><![CDATA[## Key Point
The U.S. February employment report showed a loss of 92,000 jobs.

Why it matters: The weaker labor data may shift expectations for Federal Reserve rate cuts.

## Market Sentiment
Neutral, Macro-driven, Volatile

Reason: The report showed a loss of 92,000 jobs, which complicates the outlook for growth and Federal Reserve policy.

## Similar Past Cases
Analysis of comparable past events and outcomes.

## Ripple Effect
Transmission mechanism analysis.

## Opportunities & Risks
**Opportunities**: Conditional opportunity cues.

**Risks**: Conditional risk cues.]]></insight>
</item>
```

**`title`**

* Meaning: Headline of the representative item
* Type: `string` (CDATA-wrapped)
* Use: Headline text in the ranking list

**`description`**

* Meaning: Core summary of the representative item (1–4 sentences)
* Type: `string` (CDATA-wrapped)
* Use: Article preview snippet

**`link`**

* Meaning: NS3 AI Insight page URL for the representative item
* Type: `URL string`
* Use: Click destination for the AI Insight detail page

**`guid`**

* Meaning: Unique item identifier
* Type: `URL string`, `isPermaLink="false"`
* Note: Each item has a unique value. Standard RSS guid-based deduplication works.

**`pubDate`**

* Meaning: Original publish time of the representative item
* Type: RFC 822/1123 format
* Use: Article publish time display

**`media:content`**

* Meaning: Social preview image URL
* Type: `URL string`, `medium="image"`
* Note: **May be missing.** Some sources do not provide preview images.

#### 6.2 Top News Extended Fields

**`rank`**

* Meaning: Story importance ranking position
* Values: `1` – `10` (1 = most important)
* Type: `integer`
* Use: Ranking badge (#1, #2, ... #10), sort order

**`mentionedCoins`**

* Meaning: Token symbols related to the representative item
* Type: `string` (CSV format, e.g., `BTC,ETH,SOL`)
* Note: **May be missing.** If no token is explicitly mentioned, the value may be empty or the tag absent.
* Parsing: Split by `,` → trim each item → normalize to uppercase

#### 6.3 Channel-Level Fields

**`lastBuildDate`**

* Meaning: Time when the ranking was generated (channel level)
* Type: RFC 822/1123 format
* Use: "Update 3 minutes ago" display. Used to judge ranking freshness. Distinct from each item's `pubDate` (article publish time).

#### 6.4 AI Insight Field

**`insight`**

* Meaning: Full AI structured analysis
* Type: `string` (CDATA-wrapped, markdown format)
* Structure: Sections delimited by `##` headings. All items include all five sections (input is Level 1–2 only).

```xml
<insight><![CDATA[## Key Point
Fact-based core summary.

Why it matters: Why this event is significant.

## Market Sentiment
Cautiously Bullish, Regulatory-driven

Reason: Rationale for the directional label.

## Similar Past Cases
Analysis of comparable past events and outcomes.

## Ripple Effect
Transmission mechanism analysis.

## Opportunities & Risks
**Opportunities**: Conditional opportunity cues.

**Risks**: Conditional risk cues.]]></insight>
```

**Parsing guide**: Split on the `##` string to extract individual sections.

#### 6.5 Fields Not Included

`newsType` and `level` are absent from this feed. All items are representative items of Level 1–2 stories, so priority is expressed through `rank` rather than a separate level field.

***

### 7. Error Handling & Edge Cases

#### 7.1 Missing `media:content` (no image)

* Cause: The original source does not provide a social preview image.
* Product: Use a default image/logo or a no-image layout.
* Engineering: Treat missing `media:content@url` as null.

#### 7.2 Missing or empty `mentionedCoins`

* Cause: No token is explicitly mentioned in the representative item.
* Product: Hide the coin tag area.
* Engineering: Allow both missing tag and empty string.

#### 7.3 Fewer than 10 items

* Cause: Fewer than 10 Level 1–2 stories exist within the 24-hour window (weekends, holidays).
* Product: Display only the available items. A natural list rendering is preferable to a "N of 10" label.
* Engineering: `rank` is sequential starting from 1, so item count can be determined directly.

#### 7.4 `pubDate` vs `lastBuildDate`

* `pubDate`: Original publish time of the representative article (item level)
* `lastBuildDate`: Generation time of the ranking set (channel level)
* In UI, use `lastBuildDate` for "Update N minutes ago" and `pubDate` for individual article timestamps.

#### 7.5 **HTTP error handling**

<table><thead><tr><th width="150.33331298828125">Status</th><th>Meaning</th><th>Recommended action</th></tr></thead><tbody><tr><td>200</td><td>Success</td><td>Process feed normally</td></tr><tr><td>304</td><td>Not Modified</td><td>Use cached version (when conditional request headers are supported)</td></tr><tr><td>400</td><td>Bad Request (e.g., invalid <code>lang</code> code)</td><td>Check parameter values</td></tr><tr><td>500, 502, 503</td><td>Server error</td><td>Retry after 30–60 seconds. Do not retry immediately in a tight loop.</td></tr></tbody></table>

> If the server is unreachable or returns a non-200 response, continue serving the last successfully fetched ranking until the next successful poll.

***

### 8. Polling & Caching

**Generation cycle**: A new ranking is generated every hour on the hour.

**Recommended polling window**: Between minute 15 and minute 20 of each hour. Generation may be delayed when important news volume is high, so polling 15–20 minutes after the hour is more reliable than polling immediately.

```
Poll between minute 15–20 of each hour
(e.g., 01:15, 02:15, 03:15 ...)
```

**Feed scope**: Only the latest single ranking set is returned.

**Translation delay**: Translated rankings may arrive approximately 5–10 minutes after the English ranking is generated. When using non-English languages, adjust the polling window to minute 25–30.<br>

***

### 9. Timezone & Display

* `lastBuildDate` and `pubDate` are provided in GMT (RFC 822/1123).
* Convert to local time for UI display, but keep sorting and freshness checks anchored to UTC.
* Calculate "Update N minutes ago" based on `lastBuildDate`.

***

### 10. Implementation Checklist

* [x] Render ranking order using `rank` field (#1–#10)
* [x] Deduplicate using `guid` (each item has a unique value)
* [x] Display ranking freshness with `lastBuildDate` ("Update N minutes ago")
* [x] Distinguish `pubDate` (article time) from `lastBuildDate` (ranking generation time)
* [x] Handle missing `media:content` with thumbnail fallback
* [x] Parse `mentionedCoins` CSV (allow empty)
* [x] Parse `insight` markdown (split sections on `##` )
* [x] Handle fewer than 10 items
* [x] Set polling window to minute 15–20 of each hour
* [x] Adjust to minute 25–30 when using translated rankings
* [x] Support 16 languages via `lang` parameter

***

### 11. FAQ

**Q: How is this different from News RSS?**

[News RSS](/ns3-api/news-rss) delivers every individual article in real time. Top News RSS clusters the past 24 hours of important articles (Level 1–2) at the story level and delivers the Top 10 by importance. Multiple reports about the same event are merged into one story, so readers can immediately see the 10 most important events without duplication.

**Q: What is the relationship with** [**Daily Market Update RSS**](/ns3-api/daily-market-update-rss)**?**

They share the same input pipeline (Level 1–2 articles) and story clustering. The difference is the output format: Top News RSS delivers a ranked Top 10 list, Daily Market Update delivers a five-section narrative briefing.

**Q: Why "Top 10 stories" instead of "Top 10 articles"?**

If five outlets cover the same event, five articles exist. Ranking by article would fill the top positions with the same event. Clustering at the story level removes this duplication, ensuring the Top 10 shows 10 genuinely distinct events.

**Q: Can two items have the same rank?**

No. Rank is assigned sequentially starting from 1. Even in cases of tied scores, deterministic tiebreak rules ensure every story receives a unique rank.

**Q: Can fewer than 10 items be returned?**

Yes. If fewer than 10 Level 1–2 stories exist within the 24-hour window, only the available stories are returned. This is more likely on weekends and holidays when news volume is lower.

**Q: What is the difference between pubDate and lastBuildDate?**

`pubDate` is the original publish time of each representative article. `lastBuildDate` is the time the entire ranking set was generated. In UI, use `lastBuildDate` for "Update N minutes ago" and `pubDate` for individual article timestamps.

**Q: Can translations be delayed?**

Translated rankings may arrive approximately 5–10 minutes after the English ranking is generated. When using non-English languages, poll at minute 25–30 of each hour.


# Daily Market Update RSS

24-Hour Desk Brief

<figure><img src="/files/LlQRDnz7xW3jnyqF0jNw" alt=""><figcaption></figcaption></figure>

### 1. Overview

Daily Market Update RSS reconstructs the past 24 hours of important crypto and macro news into a structured narrative briefing across five sections. One briefing covers what happened, why it matters, and what to monitor next.

* **Narrative briefing:** A desk brief structured in five sections.
* **Important news only (Level 1–2)**: Only articles classified as Level 1–2 by the news analysis pipeline are used.
* **Updated every hour**: To keep the briefing current, a new edition is generated on the hour using the most recent 24-hour window of important news.
* **16 languages**: Every briefing is delivered simultaneously in 16 languages.
* **Single-field delivery**: The entire briefing is contained in one `description` field. It can be rendered directly without additional parsing.

Note: News RSS delivers individual articles. Daily Market Update reconstructs the past 24 hours into one briefing.

***

### 2. How the Brief Is Generated

The briefing takes articles that AI has identified as important (Level 1–2) as input, then applies story clustering and structural importance sorting to produce the output.

<figure><img src="/files/J6kbSOnvbpKWnktfAnop" alt=""><figcaption></figcaption></figure>

**Input: Important news only (Level 1–2)**

Only articles that the news analysis pipeline has determined to be important (Level 1–2) are used as the foundation for the briefing.

**Story clustering**

Multiple reports about the same event are merged into a single story cluster using a middle-ground clustering approach. Clustering is tight enough that different events stay separate, and loose enough that the same event reported by multiple outlets becomes one story. If five outlets cover the same event, the briefing delivers it as one consolidated story with no duplication.

**Importance-based sorting**

Stories are ordered by importance level first. Within the same level, a weighted impact score combines per-article impact with coverage breadth and recency of reporting, so that fresh reports are not diluted by older coverage. Within the same weighted score, stories with stronger directional signals and more direct crypto-market transmission rise to the top.

**Fact boundary**

Top Stories and category sections use only facts present in the input articles. New facts, causal claims, and predictions are never generated. Editorial judgment (ordering, compression, selection) is allowed. What to Watch is the exception: it provides conditional action guidance based on the analysis, using "If X happens, then Y" reasoning.

> This briefing shares the same input pipeline and story clustering with [Top News RSS](/ns3-api/top-news-rss). The difference is the output format: [Top News RSS](/ns3-api/top-news-rss) delivers a ranked Top 10, Daily Market Update delivers a narrative briefing.

***

### 3. five-Section Structure

The briefing consists of five fixed sections. Top Stories and What to Watch are always included. The remaining four sections appear only when relevant news exists in that category. If a category has no news, the section is omitted entirely. On weekends and holidays, news volume is lower, so fewer sections may appear.

<figure><img src="/files/OHRMGRVQ521FvrCkotYV" alt=""><figcaption></figcaption></figure>

<table><thead><tr><th width="215.22210693359375">Section</th><th width="339.6666259765625">Core question</th><th>Inclusion</th></tr></thead><tbody><tr><td>① Top Stories</td><td>What are the 2–3 most structurally important events in the past 24 hours?</td><td>Always</td></tr><tr><td>② Market Trends</td><td>What is happening with prices, fund flows, and market conditions?</td><td>When relevant</td></tr><tr><td>③ Regulation &#x26; Policy</td><td>What regulatory, policy, or legal developments occurred?</td><td>When relevant</td></tr><tr><td>④ Institutional Updates</td><td>What actions did institutions and large players take?</td><td>When relevant</td></tr><tr><td>⑤ What to Watch</td><td>What should be monitored next?</td><td>Always</td></tr></tbody></table>

**Top Stories**: The top 2–3 stories selected by the importance ordering described above — level first, then weighted impact with coverage and recency factored in, then directional strength, then crypto-market proximity.

**What to Watch**: Conditional action guidance, structured as "If X happens, then Y is a signal to..." Provides readers with concrete criteria for what to monitor and how to respond.

**Evidence Timestamp**: Each story in Top Stories and Market Trends ends with a relative timestamp — "(reported just now)", "(reported N min ago)", "(reported N hours ago)", or "(reported N days ago)" depending on how old the latest report in the cluster is. This shows the time gap between when the news was reported and when the reader is viewing the briefing, so readers can immediately judge the freshness of the information.

**Category routing:** Macro and geopolitical events, as well as security incidents, are consolidated into the Market Trends section. Exchange and venue operations are routed into Institutional Updates. Market outlook pieces and general-interest articles do not appear in dedicated category sections — they remain available through Top News RSS when they rank high enough.

***

### 4. How RSS Fields Map to UI

This section shows how each RSS field is rendered in the actual NS3 app.

<figure><img src="/files/T8yJaCFkORyIdm9AhfDU" alt=""><figcaption></figcaption></figure>

<table><thead><tr><th width="250.44451904296875">UI Element</th><th>RSS Field</th></tr></thead><tbody><tr><td>① Full briefing body</td><td><code>description</code>  All five sections in one field</td></tr><tr><td>② Section headers and order</td><td><code>###</code> Markdown headings inside <code>description</code></td></tr><tr><td>③ Generation time</td><td><code>pubDate</code></td></tr></tbody></table>

**Design principle**: Daily Market Update is intentionally designed as a single-field (`description`) driven format. It is narrative-first. structure is fixed, but length is flexible. Rendering is identical across app, web, and partner surfaces.

Example feed: <https://ns3.ai/en/top-news>

***

### 5. Validate the Data Yourself

Verify briefing quality directly before integration.

**Validate the briefing**

Ask any AI model to search for recent crypto news first, then compare it against the Daily Market Update briefing.

```
https://api.ns3.ai/feed/today-summary?lang=en
```

**Example prompt:**

{% hint style="success" %}
Search for the most important crypto news from the past 24 hours. Then read the desk briefing at the following URL and evaluate whether it covers the key events accurately.\
<https://api.ns3.ai/feed/today-summary?lang=en>"
{% endhint %}

**Translation quality**

Provide a language-specific Daily Market Update to any AI model and ask whether it reads naturally to local financial news readers.

```
https://api.ns3.ai/feed/today-summary?lang=[code]
```

Replace the language code to test any of the 16 supported languages: \
`en · zh-CN · zh-TW · ko · ja · ru · tr · de · es · fr · vi · th · id · hi · it · pt`

**Example prompt:**&#x20;

{% hint style="success" %}
Read the desk briefing at the following URLs — one in English and one in Korean. Compare the two and evaluate whether a Korean-speaking user would get the same level of information and the same ability to act on the news as an English-speaking user. \
<https://api.ns3.ai/feed/today-summary?lang=en\\>
<https://api.ns3.ai/feed/today-summary?lang=ko>
{% endhint %}

***

<details>

<summary>Technical specification for developers starts below</summary>

Section 6-12 is documentation for developers.

</details>

### 6. RSS URL & Languages

#### Base URL

```
https://api.ns3.ai/feed/today-summary?lang=en
```

#### 16 Language URLs

<table><thead><tr><th width="169.888916015625">Language</th><th width="99.66668701171875">Code</th><th>URL</th></tr></thead><tbody><tr><td>English</td><td>en</td><td><code>https://api.ns3.ai/feed/today-summary?lang=en</code></td></tr><tr><td>简体中文</td><td>zh-CN</td><td><code>https://api.ns3.ai/feed/today-summary?lang=zh-CN</code></td></tr><tr><td>繁體中文</td><td>zh-TW</td><td><code>https://api.ns3.ai/feed/today-summary?lang=zh-TW</code></td></tr><tr><td>한국어</td><td>ko</td><td><code>https://api.ns3.ai/feed/today-summary?lang=ko</code></td></tr><tr><td>日本語</td><td>ja</td><td><code>https://api.ns3.ai/feed/today-summary?lang=ja</code></td></tr><tr><td>Русский</td><td>ru</td><td><code>https://api.ns3.ai/feed/today-summary?lang=ru</code></td></tr><tr><td>Türkçe</td><td>tr</td><td><code>https://api.ns3.ai/feed/today-summary?lang=tr</code></td></tr><tr><td>Deutsch</td><td>de</td><td><code>https://api.ns3.ai/feed/today-summary?lang=de</code></td></tr><tr><td>Español</td><td>es</td><td><code>https://api.ns3.ai/feed/today-summary?lang=es</code></td></tr><tr><td>Français</td><td>fr</td><td><code>https://api.ns3.ai/feed/today-summary?lang=fr</code></td></tr><tr><td>Tiếng Việt</td><td>vi</td><td><code>https://api.ns3.ai/feed/today-summary?lang=vi</code></td></tr><tr><td>ไทย</td><td>th</td><td><code>https://api.ns3.ai/feed/today-summary?lang=th</code></td></tr><tr><td>Bahasa Indonesia</td><td>id</td><td><code>https://api.ns3.ai/feed/today-summary?lang=id</code></td></tr><tr><td>हिन्दी</td><td>hi</td><td><code>https://api.ns3.ai/feed/today-summary?lang=hi</code></td></tr><tr><td>Italiano</td><td>it</td><td><code>https://api.ns3.ai/feed/today-summary?lang=it</code></td></tr><tr><td>Português</td><td>pt</td><td><code>https://api.ns3.ai/feed/today-summary?lang=pt</code></td></tr></tbody></table>

`lang` is a required parameter. This feed has no other filter parameters.

***

### 7. Item Field Specification

This feed always returns only the latest single briefing.

```xml
<item>
    <title><![CDATA[NS3 Daily Market Update]]></title>
    <description><![CDATA[### Top Stories

U.S. nonfarm payrolls fell by 92,000 in February, missing forecasts for a 59,000 job gain. The weaker data has sharpened focus on macro risk transmission (reported 6 hours ago).

BlackRock's $26 billion private credit fund has begun limiting investor withdrawals after redemption requests increased (reported 2 hours ago).

### Market Trends

Bitcoin fell about 4% to around $68,000 and the total crypto market capitalization declined about 3% to $2.4 trillion (reported 0 min ago).

### Regulation & Policy

Senator Elizabeth Warren criticized President Donald Trump after the SEC dropped its lawsuit against Justin Sun in a settlement that includes a $10 million payment.

### What to Watch

If future U.S. labor and inflation data confirm a softer economy with contained price pressures, then easier policy expectations are taking hold. In that case, this is a potential signal to add or rebuild exposure to Bitcoin and other risk assets.]]></description>
    <link>https://ns3.ai/en/top-news</link>
    <guid isPermaLink="true">https://ns3.ai/en/top-news</guid>
    <pubDate>Sat, 07 Mar 2026 16:02:12 GMT</pubDate>
</item>
```

**`title`**

* Value: `NS3 Daily Market Update` (fixed)
* Type: `string` (CDATA-wrapped)

**`description`**

* Meaning: Full desk brief body
* Type: `string` (CDATA-wrapped)
* Structure: Sections delimited by `###` markdown headings. Up to 5 sections included (empty sections are omitted).

```xml
<description><![CDATA[### Top Stories

Top 2–3 stories by structural importance. (reported N hours ago)

### Market Trends

Prices, fund flows, market conditions. (reported N hours ago)

### Regulation & Policy

Regulatory, policy, and legal developments.

### Institutional Updates

Institutional actions, ETFs, market structure changes.

### What to Watch

Conditional action guidance: If X, then Y.]]></description>
```

**`link`**

* Value: `https://ns3.ai/en/top-news` (fixed)
* Note: All items use the same URL.

**`guid`**

* Value: `https://ns3.ai/en/top-news` (fixed, `isPermaLink="true"`)
* Note: Same as `link`. All items share the same value. Standard RSS guid-based deduplication does not work. See Section 8.

**`pubDate`**

* Meaning: Briefing generation time
* Type: RFC 822/1123 format
* Use: "Generated at" display, freshness indicator

***

### 8. Deduplication & Update Tracking

`guid` is identical across all items, so standard RSS guid-based deduplication does not work.

**Recommended approach**: Use `pubDate` as the primary deduplication key.

Recommended composite key:

```
dailyMarketUpdate::<lang>::<pubDate>
```

If the same `pubDate` is fetched again, treat it as a re-delivery/update and overwrite safely.

***

### 9. Polling & Caching

**Generation cycle**: A new briefing is generated every hour on the hour.

**Recommended polling window**: Between minute 15 and minute 20 of each hour. Generation may be delayed when important news volume is high, so polling 15–20 minutes after the hour is more reliable than polling immediately.

```
Poll between minute 15–20 of each hour
(e.g., 01:15, 02:15, 03:15 ...)
```

**Feed scope**: Only the latest single briefing is returned.

**Translation delay**: Translated briefings may arrive approximately 5–10 minutes after the English briefing is generated. When using non-English languages, adjust the polling window to minute 25–30.

**HTTP error handling**

<table><thead><tr><th width="150.33331298828125">Status</th><th>Meaning</th><th>Recommended action</th></tr></thead><tbody><tr><td>200</td><td>Success</td><td>Process feed normally</td></tr><tr><td>304</td><td>Not Modified</td><td>Use cached version (when conditional request headers are supported)</td></tr><tr><td>400</td><td>Bad Request (e.g., invalid <code>lang</code> code)</td><td>Check parameter values</td></tr><tr><td>500, 502, 503</td><td>Server error</td><td>Retry after 30–60 seconds. Do not retry immediately in a tight loop.</td></tr></tbody></table>

> If the server is unreachable or returns a non-200 response, continue serving the last successfully fetched briefing until the next successful poll.

***

### 10. Timezone & Display

* `pubDate` is provided in GMT (RFC 822/1123).
* Convert to local time for UI display, but keep sorting, deduplication, and freshness checks anchored to the original `pubDate` (UTC).
* When displaying "past 24 hours," anchor the window to the briefing's `pubDate` to avoid reader confusion.

***

### 11. Implementation Checklist

* [x] Deduplicate using `pubDate` (`guid` is fixed and cannot be used)
* [x] Render `description` as a single field (full briefing)
* [x] Split on `###` markdown headings for selective section parsing
* [x] Account for empty sections being omitted
* [x] Set polling window to minute 15–20 of each hour
* [x] Adjust to minute 25–30 when using translated briefings
* [x] Convert `pubDate` GMT to local time
* [x] Support 16 languages via `lang` parameter
* [x] Account for the feed returning only the latest single briefing

***

### 12. FAQ

**Q: How is this different from News RSS?**

News RSS delivers individual articles in real time. Daily Market Update reconstructs the past 24 hours of important news (Level 1–2) into one structured narrative briefing. The use cases are different: News RSS is a news feed, Daily Market Update is a daily briefing or newsletter body.

**Q: Why does the feed return only one item?**

This feed is designed to deliver the latest briefing. A new briefing is generated every hour on the hour, and the feed always returns only the most recent one.

**Q: How do I deduplicate when guid is the same for every item?**

Use `pubDate` as the primary deduplication key. Recommended composite key: `dailyMarketUpdate::<lang>::<pubDate>`. If the same `pubDate` is fetched again, overwrite it.

**Q: Can certain sections be missing?**

Yes. Top Stories and What to Watch are always included, but Market Trends, Regulation & Policy, and Institutional Updates are omitted when no relevant news exists. This is more likely on weekends and holidays when news volume is lower.

**Q: Do I need to parse the description?**

Not necessarily. Rendering `description` as-is displays the full briefing. To extract individual sections, split on `###` markdown headings.

**Q: Can translations be delayed?**

Translated briefings may arrive approximately 5–10 minutes after the English briefing is generated. When using non-English languages, poll at minute 25–30 of each hour.

**Q: What is the relationship with Top News RSS?**

They share the same input pipeline (Level 1–2 articles) and story clustering. The difference is the output format: [Top News RSS](/ns3-api/top-news-rss) delivers a ranked Top 10 list, Daily Market Update delivers a five-section narrative briefing.

**Q: What is the "(reported ... ago)" suffix?**

An Evidence Timestamp included at the end of each story in Top Stories and Market Trends. The suffix is rendered as "(reported just now)", "(reported N min ago)", "(reported N hours ago)", or "(reported N days ago)" depending on how recent the latest report in the cluster is. It shows the time gap between when the news was reported and when the briefing is being read, so readers can immediately judge the freshness of the information.


# News Flash RSS

Breaking Headlines

<figure><img src="/files/LlQRDnz7xW3jnyqF0jNw" alt=""><figcaption></figcaption></figure>

### 1. Overview

News Flash RSS delivers breaking headlines from paid news services, rewritten by AI and distributed in real time. Each headline is 1–2 sentences, ready to use as push notifications and social media posts.

* **Real-time breaking news**: Delivered as soon as a breaking event occurs.
* **1–2 sentence headlines**: Optimized for push notifications and social media distribution.
* **16 languages**: Every headline is delivered simultaneously in 16 languages.
* **Latest 100 items**: Each RSS URL returns the most recent 100 headlines.
* **Separate pipeline (Pipeline B)**: Operates on entirely different sources and processes from [News RSS](/ns3-api/news-rss), [Top News RSS](/ns3-api/top-news-rss), and [Daily Market Update RSS](/ns3-api/daily-market-update-rss) (Pipeline A).
* **Four categories**: Major crypto news, macro news that can affect crypto markets, major exchange listing news, and price alerts for major assets (BTC, ETH, SOL, BNB, etc.).\
  Examples:\
  `"SEC ends case against Tron founder and crypto billionaire Justin Sun."`\
  `"Brent crude oil price surges to $91, up 25% over the past 7 days."`\
  `"$EIGEN listed on Robinhood spot"`\
  `"Bitcoin falls below $68,000"`

***

### 2. How the Headline Is Generated

News Flash is produced by Pipeline B. Breaking headlines received from paid news services are rewritten by AI and translated into 16 languages.

<figure><img src="/files/KsSAY6ynmRsW1ERdjpk6" alt=""><figcaption></figcaption></figure>

**Source: Paid breaking news services**

Breaking headlines from paid services such as Bloomberg Terminal and Reuters are used as input.

**AI rewrite**

Each original headline is rewritten into the same facts in a different sentence. Rewrite principles:

* Fact preservation: All facts remain identical to the original.
* Core verb preservation: The main action verb is never replaced with a synonym (suspend ≠ halt, impose ≠ slap).
* Modality preservation: Certainty is never strengthened or weakened ("plans to" ≠ "executes", "may consider" ≠ "is considering").
* Quote preservation: Content inside quotation marks is never changed.
* \[BREAKING] tag: Headlines covering urgent or critical events are prefixed with \[BREAKING].

**Translation: Equivalent Comprehension Transfer**

Each language reader achieves the same level of understanding as an English-reading audience. How something is said may change. What is said never changes.

> News Flash and News RSS are produced by separate pipelines from different sources. News Flash delivers the headline first. When News RSS later publishes reporting and analysis of the same event, the two feeds complement each other: breaking alert first, follow-up reporting and in-depth analysis second.

***

### 3. How RSS Fields Map to UI

This section shows how each RSS field is rendered in the actual NS3 app.

<figure><img src="/files/UK94Cz85EVIPSjy67Hkt" alt=""><figcaption></figcaption></figure>

| UI Element                         | RSS Field      |
| ---------------------------------- | -------------- |
| ① Breaking headline text           | `title`        |
| ② Publish time ("\[a minute ago]") | `pubDate`      |
| ③ Push notification text           | `title` (same) |

`title` is the product text. What appears in the RSS `title` is exactly what users see in push notifications and the in-app News Flash area.

The RSS feed also includes `media:content` fields, which can provide images or videos alongside breaking headlines.

***

### 4. Validate the Data Yourself

Verify breaking news quality directly before integration.

**Breaking news quality**

The most effective way to evaluate News Flash is to experience it live alongside your existing breaking news sources.

{% hint style="success" %}
Install the NS3 app (App Store / Google Play) and enable push notifications. Compare the News Flash alerts you receive over 48 hours against crypto Twitter (X), Telegram breaking channels, and other sources you currently use.

* [App Store](https://apps.apple.com/us/app/ns3-ai-crypto-news-super-app/id6572281552)
* [Google Play](https://play.google.com/store/apps/details?id=com.sta1.front)
  {% endhint %}

**Translation quality**

Provide a language-specific News Flash RSS to any AI model and ask whether it reads naturally to local financial news readers.

```
https://api.ns3.ai/feed/news-flash?lang=[code]
```

Replace the language code to test any of the 16 supported languages:\
`en · zh-CN · zh-TW · ko · ja · ru · tr · de · es · fr · vi · th · id · hi · it · pt`

Example prompt:

{% hint style="success" %}
Read the breaking headlines at the following URLs, one in English and one in Korean. Compare the two and evaluate whether a Korean-speaking user would get the same level of information as an English-speaking user.\
<https://api.ns3.ai/feed/news-flash?lang=en\\>
<https://api.ns3.ai/feed/news-flash?lang=ko>
{% endhint %}

***

<details>

<summary>Technical specification for developers starts below</summary>

Section 5-12 is documentation for developers.

</details>

### 5. RSS URL & Languages

#### Base URL

```
https://api.ns3.ai/feed/news-flash?lang=en
```

#### 16 Language URLs

<table><thead><tr><th width="169.888916015625">Language</th><th width="99.6666259765625">Code</th><th>URL</th></tr></thead><tbody><tr><td>English</td><td>en</td><td><code>https://api.ns3.ai/feed/news-flash?lang=en</code></td></tr><tr><td>简体中文</td><td>zh-CN</td><td><code>https://api.ns3.ai/feed/news-flash?lang=zh-CN</code></td></tr><tr><td>繁體中文</td><td>zh-TW</td><td><code>https://api.ns3.ai/feed/news-flash?lang=zh-TW</code></td></tr><tr><td>한국어</td><td>ko</td><td><code>https://api.ns3.ai/feed/news-flash?lang=ko</code></td></tr><tr><td>日本語</td><td>ja</td><td><code>https://api.ns3.ai/feed/news-flash?lang=ja</code></td></tr><tr><td>Русский</td><td>ru</td><td><code>https://api.ns3.ai/feed/news-flash?lang=ru</code></td></tr><tr><td>Türkçe</td><td>tr</td><td><code>https://api.ns3.ai/feed/news-flash?lang=tr</code></td></tr><tr><td>Deutsch</td><td>de</td><td><code>https://api.ns3.ai/feed/news-flash?lang=de</code></td></tr><tr><td>Español</td><td>es</td><td><code>https://api.ns3.ai/feed/news-flash?lang=es</code></td></tr><tr><td>Français</td><td>fr</td><td><code>https://api.ns3.ai/feed/news-flash?lang=fr</code></td></tr><tr><td>Tiếng Việt</td><td>vi</td><td><code>https://api.ns3.ai/feed/news-flash?lang=vi</code></td></tr><tr><td>ไทย</td><td>th</td><td><code>https://api.ns3.ai/feed/news-flash?lang=th</code></td></tr><tr><td>Bahasa Indonesia</td><td>id</td><td><code>https://api.ns3.ai/feed/news-flash?lang=id</code></td></tr><tr><td>हिन्दी</td><td>hi</td><td><code>https://api.ns3.ai/feed/news-flash?lang=hi</code></td></tr><tr><td>Italiano</td><td>it</td><td><code>https://api.ns3.ai/feed/news-flash?lang=it</code></td></tr><tr><td>Português</td><td>pt</td><td><code>https://api.ns3.ai/feed/news-flash?lang=pt</code></td></tr></tbody></table>

`lang` is a required parameter.

***

### 6. Item Field Specification

This feed returns the latest 100 breaking headlines.

#### 6.1 Core Fields

```xml
<item>
    <title><![CDATA[Bitcoin falls below $68,000]]></title>
    <link>https://ns3.ai/en/feed</link>
    <guid isPermaLink="true">https://ns3.ai/en/feed</guid>
    <pubDate>Fri, 06 Mar 2026 17:40:02 GMT</pubDate>
</item>
```

```xml
<item>
    <title><![CDATA[[BREAKING] White House official says that the US will seize "all the oil" from Iran.]]></title>
    <link>https://ns3.ai/en/feed</link>
    <guid isPermaLink="true">https://ns3.ai/en/feed</guid>
    <pubDate>Sat, 07 Mar 2026 04:43:12 GMT</pubDate>
    <media:content medium="image" url="https://example.com/image.jpg">
    </media:content>
</item>
```

**`title`**

* Meaning: Breaking headline (1–2 sentences)
* Type: `string` (CDATA-wrapped)
* Use: Push notification text, social media post, in-app breaking display. `title` is the product text.
* Note: Headlines covering urgent or critical events are prefixed with `[BREAKING]`.

**`pubDate`**

* Meaning: Headline publish time
* Type: RFC 822/1123 format
* Use: Timeline ordering, "\[a minute ago]" display, freshness checks

**`link`**

* Value: `https://ns3.ai/en/feed` (fixed)
* Note: All items use the same URL.

**`guid`**

* Value: `https://ns3.ai/en/feed` (fixed, `isPermaLink="true"`)
* Note: All items share the same value. Standard RSS guid-based deduplication does not work. See Section 7.

**`media:content`**

* Meaning: Image or video URL accompanying the headline
* Type: `URL string`, `medium="image"` or `medium="video"`
* Note: **May be missing.** Not all headlines include media.

#### 6.2 Fields Not Included

`description`, `mentionedCoins`, `newsType`, `level`, `rank`, and `insight` are absent from this feed. News Flash is optimized for headline delivery. All content is contained in `title`.

***

### 7. Deduplication & Update Tracking

`guid` is identical across all items (`https://ns3.ai/en/feed`), so standard RSS guid-based deduplication does not work.

**Recommended approach**: Deduplicate using the `pubDate` + `title` combination.

Recommended composite key:

```
newsFlash::<lang>::<pubDate>::<normalizedTitle>
```

Title normalization: lowercase, trim leading/trailing whitespace, collapse consecutive whitespace.

If the same `pubDate` + `title` combination is fetched again, treat it as a re-delivery and safely ignore.

***

### 8. Filtering (URL Parameters)

#### 8.1 Exclude news category: `excludeNews` (single)

News Flash consists of four categories: major crypto news, macro news, and major exchange listing news. Use the `excludeNews` parameter to exclude a specific category.

<table><thead><tr><th width="100.22222900390625">Value</th><th>Excluded</th></tr></thead><tbody><tr><td>1</td><td>Removes crypto/macro news (major exchange listing news only)</td></tr><tr><td>2</td><td>Removes major exchange listing news (crypto/macro news only)</td></tr></tbody></table>

Example: Receive only crypto/macro breaking news, excluding listing news:

```
https://api.ns3.ai/feed/news-flash?lang=en&excludeSources=2
```

***

### 9. Polling & Caching

**Update method**: Headlines are reflected as soon as a breaking event occurs.

**Recommended polling interval**: 10 seconds or faster, depending on your platform's latency requirements and infrastructure capacity. For services where breaking speed is critical (push notifications, trading alerts), faster polling improves user experience.

```
Poll every 10 seconds or faster
(faster intervals recommended for push/trading alert services)
```

**Feed scope**: Latest 100 items.

**HTTP error handling**

<table><thead><tr><th width="150.33331298828125">Status</th><th>Meaning</th><th>Recommended action</th></tr></thead><tbody><tr><td>200</td><td>Success</td><td>Process feed normally</td></tr><tr><td>304</td><td>Not Modified</td><td>Use cached version (when conditional request headers are supported)</td></tr><tr><td>400</td><td>Bad Request (e.g., invalid <code>lang</code> code)</td><td>Check parameter values</td></tr><tr><td>500, 502, 503</td><td>Server error</td><td>Retry after 30-60 seconds. Do not retry immediately in a tight loop.</td></tr></tbody></table>

> If the server is unreachable or returns a non-200 response, continue serving the last successfully fetched feed until the next successful poll.

***

### 10. Timezone & Display

* `pubDate` is provided in GMT (RFC 822/1123).
* Convert to local time for UI display, but keep sorting, deduplication, and freshness checks anchored to UTC.
* Calculate "\[a minute ago]", "\[3 minutes ago]" relative time from `pubDate`.

***

### 11. Implementation Checklist

* [x] Deduplicate using `pubDate` + `title` combination (`guid` is fixed and cannot be used)
* [x] Use `title` directly as push notification and social media text
* [x] Handle missing `media:content` with a no-media layout
* [x] Distinguish image vs video using `media:content` `medium` attribute
* [x] Handle `[BREAKING]` prefix in `title` for priority display
* [x] Set polling interval to 10 seconds or faster
* [x] Convert `pubDate` GMT to local time
* [x] Support 16 languages via `lang` parameter
* [x] Implement `excludeNews` parameter for category filtering
* [x] Account for the feed returning the latest 100 items

***

### 12. FAQ

**Q: Is News RSS's newsType "breaking" the same as News Flash?**

No. newsType "breaking" is a classification assigned by the news analysis AI based on an individual article's importance (Pipeline A). News Flash is a separate feed where AI rewrites headlines from paid breaking news services (Pipeline B). The sources and production processes are entirely different.

**Q: Where can I see in-depth analysis after a breaking headline?**

[News RSS](/ns3-api/news-rss) provides follow-up reporting and in-depth analysis of the same event. News Flash delivers the breaking headline, then [News RSS](/ns3-api/news-rss) follows with AI Insight (five-section structured analysis).

**Q: Can News Flash contain unconfirmed information?**

News Flash prioritizes speed. Some headlines may reflect early-stage reporting that is later updated as details emerge. For verified in-depth analysis, check [News RSS](/ns3-api/news-rss) for follow-up coverage of the same event.

**Q: Should we verify before republishing?**

Cross-checking before quoting, republishing, or adapting is recommended. Breaking information can evolve as details emerge.

**Q: How do I deduplicate when guid is the same for every item?**

Use the `pubDate` + `title` combination as the primary deduplication key. Recommended composite key: `newsFlash::<lang>::<pubDate>::<normalizedTitle>`.

**Q: Can I exclude listing news only?**

Use `excludeNews=2` to remove major exchange listing news and receive only crypto/macro breaking headlines.

**Q: What polling interval is appropriate?**

10 seconds or faster is recommended. For services where breaking speed is critical (push notifications, trading alerts), faster polling improves user experience. Adjust based on your platform's infrastructure capacity.

**Q: How many items does the feed include?**

The latest 100 items.

**Q: What does the \[BREAKING] prefix mean?**

Headlines covering urgent or critical events are prefixed with \[BREAKING]. This can be used to trigger priority display or alert logic in your platform.


# Roadmap

<figure><img src="/files/JHSA1G4fESFlEXuHTPDa" alt=""><figcaption></figcaption></figure>

### 2026

#### H1

* [x] **NS3 2.0 Launch (**~~**February**~~ → **March)**\
  A major release focused on UX improvements and a global performance upgrade delivering faster loading and a smoother, more reliable experience for users in Europe and Asia beyond the U.S.-optimized NS3 1.0 foundation.
* [ ] **Point-to-$ASM Swap System Launch (**&#x53;cheduled for the second half of the yea&#x72;**)**\
  Introducing a core exchange feature that connects reward points to $ASM utility.\
  Includes security and policy guardrails to protect users and ensure operational safety.
* [x] **Security & Anti-Fraud Enhancements**\
  Strengthening defenses against reward abuse, multi-account activity, and bot traffic, while improving overall operational resilience.
* [x] **B2B News API 2.0 Launch**\
  Upgrading institutional-grade news data delivery with an expanded data structure and easier integration.
* [x] **AI Model & Search Model Upgrades (including GPT-5.2 adoption)**\
  Improving summary/analysis quality and boosting news search accuracy.
* [x] **News Data Pipeline Expansion**\
  Expanding coverage of major global sources (Bloomberg, Reuters, Fortune, Forbes).

***

#### H2

* [ ] **Advanced Source Reliability Scoring**\
  Enhancing trust-based content exposure using signals such as correction history, accuracy, and breaking-news lead time.
* [ ] **Stronger Quality Gates for News Analysis**\
  Reinforcing evidence-based analysis by preventing missing numbers/dates/sources and reducing over-speculation or hallucinations.
* [ ] **Personalization & Filtering Upgrades**\
  Delivering more relevant feeds and smarter notifications based on user interests (assets/sectors), with reduced noise and higher relevance.
* [ ] **Breaking News System Enhancements**\
  Faster updates, less duplication, and a better breaking-news experience designed to reduce notification fatigue.
* [ ] **Distribution Channel Upgrades**\
  Optimizing global distribution and formatting across X, Telegram, Binance Square, and other channels.
* [ ] **Expanded News Data Partnerships**\
  Broadening collaboration to strengthen data coverage, and distribution.
* [ ] **ASM-Based PR News System Launch**\
  Launching a performance-based PR solution powered by participatory reward mechanics, enabling projects to run outcome-driven campaigns.
* [ ] **Bitcoin Insights Feature Launch**\
  Introducing a new insights module that structures Bitcoin-related signals and key developments into a clearer, more actionable format.

***

### 2025

#### First Half of the Year

* [x] Launch of $ASM Rewards System for News Sharing
* [x] Launch of $ASM Rewards System for Quiz Participation
* [x] Launch of News Flash Feature
* [x] Launch of Today’s Summary Feature
* [x] Introduction of New Tokenomics
* [x] ~~Integration of GPT-o1 Model~~ (Change to OpenAI o3 Model Integration)
* [x] Enhancement of Application Security through AWS WAF Integration
* [x] Logo Redesign and Brand Refresh

#### Second Half of the Year

* [ ] ~~Launch of Point-to-$ASM Swap System~~ <mark style="color:blue;">(Release date changed to the first half of 2026)</mark>
* [ ] ~~Launch of $ASM-based PR News System~~ <mark style="color:blue;">(Release date changed to the second half of 2026)</mark>
* [ ] ~~Launch of $BTC Insight Feature~~ <mark style="color:blue;">(Release date changed to the second half of 2026)</mark>
* [x] Expansion of External News Data Partnerships
* [x] Enhancements to News Data API and RSS Services
* [x] Upgrades to News Search Engine Functionality
* [x] ~~Launch of Desktop Application~~ (Change to Base Mini App Launch)

***

### 2024

#### 4Q

* [ ] ~~Preparation for GPT-5 integration~~ (Change to GPT-o1 Model Integration)
* [x] Design a token compensation system for sharing articles
* [x] Development of news APIs for partnerships
* [x] Voice model training
* [x] Vision model training
* [x] New crypto dataset collection & learning
* [x] Model Fine-Tuning Based on insight quality evaluation (Multilingual)
* [x] Full version release (web, mobile app)
* [x] Improvement requirements based on user feedback from the full Version

#### 3Q

* [x] Image generation model training (DALL·E 3)
* [x] New crypto dataset collection & learning
* [x] Model Fine-Tuning based on insight quality evaluation

#### 2Q

* [x] Whitepaper publication
* [x] Official website launch
* [x] Beta version release
* [x] Improvement requirements based on beta test performance evaluation
* [x] Model Fine-Tuning based on insight quality evaluation

#### 1Q

* [x] Project detailed data learning
* [x] Market data learning
* [x] Investment strategy & trading data learning
* [x] News, community, and column data learning
* [x] On-Chain data learning
* [x] Alpha version development
* [x] Improvement requirements based on Alpha test performance evaluation
* [x] Model Fine-Tuning based on insight quality Evaluation
* [x] Beta version development

### 2023

***

#### 4Q

* [x] Development of project detailed data crawling engine
* [x] Development of market data crawling engine
* [x] Development of investment strategy & trading data crawling engine
* [x] Development of news, community, and column crawling engine
* [x] Development of On-Chain data crawling engine
* [x] Design of data refinement algorithm

#### 3Q

* [x] Generative AI market analysis
* [x] Journalism market analysis
* [x] AI news agent concept design
* [x] Initial tech stack selection and system architecture design
* [x] Prototype design


# User Guide

### 1. Getting Started: Installation & Sign-Up/Log-In

* NS3 on Google Play or Apple App Store and install the app. If you cannot use the mobile app, please access the website.

{% hint style="info" %}

* IOS: <https://apps.apple.com/us/app/ns3-ai-crypto-news-bitcoin/id6572281552>
* Android: <https://play.google.com/store/apps/details?id=com.sta1.front>
* Web: <https://ns3.ai>
  {% endhint %}

- After launching the app, go to the bottom **More** menu and tap Sign-in to access the Sign-in screen.

<figure><img src="/files/jSO8o9x757JrwVu7jzgy" alt=""><figcaption><p>Sign-In Screen</p></figcaption></figure>

1. **Social Log-In (Continue with Google / Continue with Apple)**
   * Log in quickly using your Google or Apple account.
2. **Email & Password Fields**
   * Enter your registered email address and password.
3. **Sign Up with Email**
   * Create a new account via email.
4. **Forgot Password?**
   * Retrieve or reset your password using a reset link sent to your email.

#### Password Reset

1. **Choose “Forgot Password?”** → Enter your email address.
2. **Check Your Inbox** → Click the password reset link sent to you.
3. **Set a New Password** → Return to the log-in screen to sign in with your new password.

***

### 2. Viewing News Content

#### Main News Screen: Summary Layout

<figure><img src="/files/4In7sa0EDW5Dthm334i4" alt=""><figcaption><p>Summary Layout</p></figcaption></figure>

1. **Publication Time (e.g., “1 hour ago”)**
   * Indicates when the original news article was published.
   * Helps users quickly identify how recent or time-sensitive the content is.
2. **News Headline**
   * The main title of the article, highlighting the key topic or event.
   * Tapping on the headline may lead you to a more detailed view.
3. **AI Summary**
   * A concise, AI-generated synopsis of the full article.
   * It quickly captures the core points, saving you time by summarizing lengthy text into a few sentences.
4. **Token Labels (e.g., XRP, DOGE, LTC, SOL)**
   * Shows which cryptocurrencies or tokens are mentioned in the article.
   * Useful for quickly identifying content related to your watchlist or interests.
5. **Original Article Link (External Source)**
   * A button or hyperlink that redirects you to the full, external article. (e.g., CoinDesk, Cointelegraph)
   * Ideal for users who want more in-depth information beyond the AI summary.
6. **AI Insight Button**
   * Offers additional insights or analytical commentary from the AI agent.
   * This might include a Market Psychology, Past Case Analysis, Investment Strategy, Ripple Effect, Market Data.
7. **Share Icon**
   * Enables you to share the news item (headline, summary, link) via social media, messaging apps, or email.
   * Helps spread important or interesting articles to friends or colleagues.
8. **“Important” Label**
   * Visually marks stories deemed high-impact or priority by the AI agent.
   * By tapping this label, you can filter and display only those news items labeled “Important.” This makes it easy to browse the highest-priority updates at a glance.

**Tip**: Some elements (e.g., AI Insight button or Important label) may appear only if the story meets certain criteria. The key elements—publication time, headline, AI summary, and token labels—are usually shown for all articles in the **Summary Layout**.

#### Main News Screen: **Headline** Layout: Shows article titles and brief source info/time for quick scanning of multiple articles.

<figure><img src="/files/0VdnHASGto7dBjQaWmDE" alt=""><figcaption><p>Layout toggle</p></figcaption></figure>

<figure><img src="/files/WlgPE04fZYgCxYptmwkX" alt=""><figcaption><p>Headline Layout</p></figcaption></figure>

***

### 3. News Filters

**News Filters** allow you to tailor the content displayed on your main news screen, helping you quickly find articles that match your interests. You can combine multiple filters—layout selection, sorting preferences, media choices, token focus, or quiz relevance—to create the perfect feed for your needs.

<figure><img src="/files/JzRCIxeU53qoGiI9N5qU" alt=""><figcaption><p>News filter</p></figcaption></figure>

#### 1. Layout Selection

* **Summary Layout**
  * Displays each article with a short AI summary, publication time, and token labels. Great for users who want a quick snapshot of multiple stories.
* **Headline Layout**
  * Shows mainly the headline (plus brief source/time info) in a condensed list format. Ideal for scanning a large number of articles rapidly.
* **How to switch**: Tap the **Layout** toggle or button. Choose whichever suits your preference.

#### 2. Sorting Options

* **Latest**
  * Displays the most recently published articles first.
* **Read**
  * Sorts by AI insight you have previously opened (helpful if you want to revisit older items).
* **Scrap (or Bookmarked/Starred)**
  * Shows only articles you have marked or saved for later. This is useful when you’ve flagged articles to review in depth.
* #### Quiz&#x20;
  * **Purpose**: Display only articles that include a quiz.
  * **Benefit**: Quickly find opportunities to earn points or test your knowledge.
* **Important**
  * Focuses on articles labeled as **“Important”** by the AI agent.
  * This is ideal if you want to quickly find high-impact or priority stories without scrolling through the entire feed.
  * Combine this option with other filters (e.g., specific media or tokens) to see only crucial news in your areas of interest.

3\. Media Filter

* **Purpose**: Limit your feed to selected news outlets (e.g., CoinDesk, Cointelegraph).
* **How it Works**:
  1. Tap “All Media” in the Filters panel.
  2. Check the media sources you wish to include.
  3. Uncheck those you don’t want to see.
* **Benefit**: Allows you to get the depth of coverage you prefer without wading through every outlet.

#### 4. Crypto Filter

* **Purpose**: Focus on articles about certain cryptocurrencies or tokens (e.g., BTC, ETH, XRP, DOGE).
* **How it Works**:
  1. Find the **“All** Crypt&#x6F;**”** section in the Filters panel.
  2. Select from a list of tokens.
  3. Apply your selection to filter down to only news mentioning those tokens.
* **Usage Tips**:
  * Perfect for users who actively trade or invest in specific cryptocurrencies.

#### Tip&#x20;

* Combining Filters: You can apply multiple filters simultaneously—e.g., **Headline Layout + Latest + Specific Media + Specific Crypto**—to create a highly targeted news stream. This can be useful if you follow several niche coins or prefer a particular set of news sources.
* Saving Filter Preferences: Once saved, your feed automatically follows those criteria upon relaunching the app.

#### Troubleshooting

* **Filters Return No Results**
  * You might be filtering out too many items. Try unchecking one or two categories to broaden your feed.
* **Can’t Find a Token**
  * **We only support tokens within the top 1,000 on CoinMarketCap.** If your desired token isn’t listed, it may be outside our current coverage range.
* **Slow Layout Switch**
  * Larger data loads or older devices can cause delays. Close and reopen the app if it becomes unresponsive.
* **Push Notifications vs. Filters**
  * Filter settings usually affect only the in-app feed, not which push alerts you receive. To adjust notifications, go to **More menu → Settings → Notification Settings**.

#### How to Access Filters

* **Main News Screen**
  * Look for a filter menu (e.g., a Latest/All Crypto) at the top of the news feed.
  * Tapping this opens a settings panel or dropdown where you can configure specific options.
* **Header**
  * **On desktop or larger screens**, the interface might look different—for example, you might see a horizontally arranged toolbar with multiple toggles or expandable menus instead of a single dropdown.
  * The exact location and layout can vary depending on the device type, screen size, or platform.

By mastering these **News Filters**, you’ll spend less time scrolling through irrelevant content and more time focusing on the articles that truly matter to you.

***

### 4. News Notifications

<figure><img src="/files/psR13N6gth1JrFdSbwos" alt=""><figcaption><p>Notification Settings</p></figcaption></figure>

* **Accessing Settings**: After login → tap “More” (bottom navigation) → settings icon (top-right) → **Notification Settings**.
* **Categories**:
  1. **Watch List**: Alerts for tokens/coins you’ve added to your watch list.
  2. **Subscribed Media**: Alerts for new content from your followed media outlets.
  3. **Breaking**: Alerts for critical breaking news.
  4. **Quiz**: Alerts about newly released quizzes.
  5. **News Flash**: Alerts for brief yet important “news flash” items.
* Enabling/Disabling Notifications: Use the toggle switch beside each category to turn alerts on or off, so you only receive the ones you find relevant.
* <mark style="color:yellow;">To receive push messages, you must allow NS3 notifications when installing the app.</mark> If push messages do not work, try reinstalling the app.

***

### 5. Quizzes

<figure><img src="/files/BG4v3QhG77hPcpOhAvNR" alt=""><figcaption><p>Quiz Screen Overview</p></figcaption></figure>

1. **Limit & Timer**
   * Shows the total points allocated (e.g., 20,000P) and the remaining time (e.g., 23:49:18).
   * Once the time is up or points have been fully claimed, the quiz becomes unavailable.
2. **Quiz Question**
   * Based on a key content from an article.
3. **Answer Choices**
   * Typically multiple-choice. You can only pick one correct answer.
4. **reCAPTCHA (Human Verification)**
   * Check “I’m not a robot” to confirm you’re a real user.
5. **Submit Button**
   * Finalize your answer submission (only one submission per quiz).
6. **Quiz Rules**
   * [Provides details on rewards, participation limits, sharing benefits, and more](/quiz-rules)[.](/quiz-rules)
7. **Share**
   * Share the quiz link with friends. If they participate and answer correctly, both parties may receive additional rewards.

Participating & Earning Points

1. **Quiz Frequency**
   * Quizzes are generated every **1–2 hours** based on important or high-impact news.
2. **Enable Quiz Notifications**
   * Turn on **Quiz notifications** under **Settings → Notification Settings** so you’ll be alerted as soon as a new quiz appears.
3. **Use the Quiz Filter**
   * In the news feed, select the **Quiz Only** filter to quickly see all articles that include a quiz.
   * This ensures you won’t miss out on current or recently published quizzes.
4. **Submission Process**
   1. **Read the Question**: Carefully go through the quiz prompt.
   2. **Find Hints**:
      * Often, the key content provided in the **AI Insights** will contain clues to the correct answer.
      * In some cases, you may need to open the **original news article** to confirm details before answering.
   3. **Select Your Answer**: Choose the most appropriate option from the list given.
   4. **Complete Verification**: Pass any human-verification step (e.g., reCAPTCHA).
   5. **Submit**: Tap **Submit** to finalize your response.
5. **Sharing with Friends**
   * If your friends also join and answer correctly, both parties may receive bonus rewards—check the [quiz rules](/quiz-rules) for details.

By keeping quiz notifications enabled, applying the **Quiz Only** filter, and recognizing that **AI Insights** or the **original article** often contain the right hints, you can maximize your chances of earning points while staying informed about the latest market updates.

***

### 6. Today Summary

Summarizes major crypto news from the past 24 hours, offering a quick way to catch up on the latest developments.

<figure><img src="/files/9Mwv22mWAVHjt4NJhs3O" alt=""><figcaption></figcaption></figure>

Screen Layout

1. **Back Arrow**
   * If you want to review the summary from yesterday or another previous day, select the desired date after hitting the back arrow
   * **Date Display (e.g., “Today, Feb 14”)**
     * Shows the current day’s summary by default.
     * You may tap or open a calendar/date picker to view summaries for past dates, so you never miss important updates from earlier days.
   * **Today summary**
     * Displays the most published or highlighted news topics from the selected date.
   * **Share Icon**
     * Lets you share the entire Today Summary (headlines, key points) via social media, email, or messaging apps.
     * Great for quickly bringing others up to speed on the day’s crucial news.

***

### 7. More Menu & Account Management

<figure><img src="/files/jB3dKY6pp5JNQ8dHH5Qi" alt=""><figcaption><p>More Menu Screen</p></figcaption></figure>

1. **User Profile**
   * Tap your username or avatar to update your nickname, profile image, or password.
2. **Points Balance**
   * Check accumulated points from quiz participation or in-app events.
3. **Watch List**
   * Keep track of specific tokens you’re following. You’ll see dedicated news alerts for these coins.
   * May support up to 1,000 tokens (based on CoinMarketCap rank).
4. **Settings Icon**
   * Adjust language, push notifications, app theme (Light/Dark), etc.
5. **Other Menu Options**
   * Examples: `About NS3.AI`, `Contact Us`, `News API`, `Privacy Policy`, `Sign out`.
   * **About NS3.AI**: Company info & service overview.
   * **Contact Us**: Access the help desk.
   * **News API**:  An application form to request access to our News API
   * **Privacy Policy**: Full details on data handling.
   * **Sign Out**: Log out of the current account session.

***

### 8. Frequently Asked Questions (FAQ)

1. **I’m unable to log in via social/email credentials.**
   * Check your internet connection and ensure your Google/Apple account is signed in on your device. If issues persist, reach out via “[Contact Us](https://about.ns3.ai/contact).”
2. **I didn’t receive the password reset email.**
   * Check your spam/junk folder. Also, verify you used the same email address you registered with.
3. **Too many notifications**
   * Go to “Notification Settings” and disable notifications you don’t need.
4. **I solved a quiz but didn’t see the points added.**
   * There could be a short delay due to network congestion. If your points don’t appear after a while, please “[Contact Us](https://about.ns3.ai/contact).”


# Quiz Rules

Quiz Service Rules and Terms of Use

<figure><img src="/files/hKutspymkfxo40Tzcl1T" alt=""><figcaption></figcaption></figure>

### 1. Purpose of the Quiz Service

The Quiz Service aims to help market participants quickly understand the latest cryptocurrency market trends and learn from significant news events. By participating in quizzes and earning rewards, users can acquire essential market knowledge in an engaging and effective way.

***

### 2. How the Service Works

News Collection and Analysis

* NS3 collects real-time cryptocurrency news from various global media sources.
* AI Agent trained on cryptocurrency data identify significant news and automatically generate quiz questions based on their analysis.

Quiz and Point System

* Users earn points by answering quiz questions correctly. These points can later be exchanged for $ASM tokens, creating a system that incentivizes participation and provides tangible rewards.
* Hundreds of news analyses and quizzes produced in real time will be the best source for crypto content creators.

News Sharing

* Users can share news with friends through a referral link. When a friend participates in the quiz via that link and answers correctly, both the referrer and the friend receive points.
* This system promotes the dissemination of important cryptocurrency news and encourages the use of the AI Agent.

***

### 3. Quiz Rules and Rewards

Point Accumulation and Token Exchange

* Quiz Topics: Quizzes are based on significant cryptocurrency market news and key issues.
* Correct Answer hint: The answer to a quiz can usually be found by looking at the AI ​​Insights, but in some cases, you may need to check the original news.
* Correct Answer Rewards: Users earn 5 points for each correct quiz answer.&#x20;
* Point-to-$ASM Swap : The functionality to swap points for $ASM tokens will be available starting in the second half of 2025. (The swap ratio will also be disclosed at this time.)

Quiz Screen Overview

<figure><img src="/files/BG4v3QhG77hPcpOhAvNR" alt=""><figcaption><p>Quiz Screen Overview</p></figcaption></figure>

1. **Limit & Timer**
   * Shows the total points allocated (e.g., 20,000P) and the remaining time (e.g., 23:49:18).
   * Once the time is up or points have been fully claimed, the quiz becomes unavailable.
2. **Quiz Question**
   * Based on a key content from an article.
3. **Answer Choices**
   * Typically multiple-choice. You can only pick one correct answer.
4. **reCAPTCHA (Human Verification)**
   * Check “I’m not a robot” to confirm you’re a real user.
5. **Submit Button**
   * Finalize your answer submission (only one submission per quiz)
6. **Quiz Rules**
   * ​Provides details on rewards, participation limits, sharing benefits, and more​.
7. **Share**
   * Share the quiz link with friends. If they participate and answer correctly, both parties may receive additional rewards.

Quiz Frequency and Participation

* Frequency: Starting January 2025, 24 quizzes will be released daily at 1 or 2 hour intervals.&#x20;
* Answer Submission: Each quiz allows only one answer attempt. If incorrect, users must wait for the next quiz.
* Quiz Notifications: Users can receive alerts for new quizzes via X (Twitter), or the NS3 mobile app.

{% hint style="info" %}
Mobile App

* IOS: <https://apps.apple.com/us/app/ns3-crypto-breaking-news/id6572281552>
* Android: <https://play.google.com/store/apps/details?id=com.sta1.front>
* To receive push messages, you must allow notifications when installing the NS3 app.
* <img src="/files/X7Up030EteOXSxSafsI5" alt="" data-size="original">

{% endhint %}

{% hint style="info" %}
X (Twitter): [https://x.com/Assemble\_io](https://x.com/ASSEMBLE_io)
{% endhint %}

Participation Limits and Anti-Fraud Measures

* Quiz Duration: Each quiz is available for 24 hours after release. After this period, the quiz will be deactivated.
* Point Limits: Each quiz has a total reward pool of 20,000 points. Once depleted, the quiz becomes inactive.
* Anti-Fraud Measures:

{% hint style="danger" %}

* Automated participation using bots, multiple accounts, or self-generated referral links is strictly prohibited.
* Points obtained through fraudulent activities will be invalidated, and the user may face account suspension and forfeiture of rewards.
  {% endhint %}

***

### 4. News Sharing and Referral Rules

**Sharing and Referral Benefits**

* Referral Rewards: When a friend uses the shared URL to participate in the quiz and answers correctly, both the referrer and the friend earn 5 points.
* Auto-Generated Referral Codes: When you're signed in, the share URL always includes your referral code.
* Referral codes have the format <mark style="color:yellow;">**s=xxxxxxxx**</mark> *(e.g. <https://ns3.ai/en/mwMv28QMZR>?<mark style="color:yellow;">s=OexwVlzg</mark>)*
* Referral codes remain active for 24 hours after click; they expire thereafter.
* Sharing multiple URLs is advantageous for earning rewards. Even if a friend accesses a URL for a general article without a quiz, if they succeed in the quiz, both of you will receive rewards.
* <mark style="color:green;">**Tip:**</mark> Referral links work best in the community channels of people related to the news, where they get the most engagement and interaction.

  *(*&#x65;.g. *A quiz about Elon Musk gets the highest engagement in the comments of his X posts.)*

**Correct Answer Sharing and Anti-Fraud Measures**

{% hint style="success" %}
Correct Answer Sharing Allowed:\
To support beginners and those learning about cryptocurrency, sharing quiz correct answers is permitted to encourage education and foster a positive learning environment.
{% endhint %}

{% hint style="danger" %}
Fraud Prevention:\
Participation using self-generated referral links or other illicit methods will result in points being invalidated. Violators may face account suspension and forfeiture of all rewards.
{% endhint %}

***

### Eligibility for $ASM Reward

\
Participation in $ASM reward events, including the accumulation of points through quiz participation and news sharing, is subject to jurisdictional eligibility requirements.

* Users from sanctioned jurisdictions where Coinbase KYC verification is not available shall not be eligible to receive rewards.

The above list of excluded jurisdictions is not exhaustive and may be subject to amendment in response to changes in applicable laws, regulations, or other relevant considerations. Assemble AI reserves the right to update, modify, or supplement this list at its sole discretion and without prior notice.

***

### Terms of Use

1. Prevention of Program Manipulation:\
   NS3 reserves the right to disqualify participants who manipulate program code or disrupt the service using external software.
2. Amendments and Modifications:\
   NS3 may, at its sole discretion, modify or cancel the service, extend its duration, or change eligibility criteria without prior notice. All participants must adhere to these changes.
3. Fraudulent Accounts:\
   Accounts created through illegal means, such as mass registrations or bots, are ineligible for participation and rewards.
4. Final Interpretation Rights:\
   NS3 retains the right to final interpretation of all activities related to the quiz service.
5. Disclaimer:\
   The quiz service operates based on AI agents and aims for high accuracy. However, occasionally incorrect answers may be generated, and disputes regarding such issues will not be entertained.
6. For questions about the quiz service, please [contact us](https://about.ns3.ai/contact)

***


# News Flash

Breaking crypto and macro headlines delivered to your device in real time.

<figure><img src="/files/Hrm7tsiQrYkW8ArU5QY1" alt=""><figcaption></figcaption></figure>

### What is News Flash?

News Flash delivers breaking headlines as they happen. Each headline is 1–2 sentences covering the most important developments in crypto, macro markets, and major exchange listings.

News Flash covers four types of events:

* **Major crypto news**: Regulatory actions, market-moving events, protocol changes
* **Macro news**: Economic data, central bank decisions, geopolitical events that can affect crypto markets
* **Major exchange listings**: New token listings on major exchanges
* **Price alerts**: Key price levels for major assets (BTC, ETH, SOL, BNB, etc.)

Examples:&#x20;

* `SEC ends case against Tron founder and crypto billionaire Justin Sun.`
* `Brent crude oil price surges to $91, up 25% over the past 7 days.`
* `$EIGEN listed on Robinhood spot`
* `Bitcoin falls below $68,000`

Headlines marked with **\[BREAKING]** indicate urgent or critical events.

***

### How to receive News Flash

1. Install the NS3 app from the App Store or Google Play.
2. Enable push notifications for News Flash.

Once enabled, breaking headlines appear in two places:

* **Push notification** on your device lock screen and notification center
* **In-app News Flash section** at the top of the Feed tab, showing the latest headline with a timestamp

<figure><img src="/files/KOboWL5NYEoqjmrglIsy" alt=""><figcaption></figcaption></figure>

***

### Good to know

* News Flash prioritizes speed. Some headlines may reflect early-stage reporting that is updated as details emerge.
* All headlines are available in 16 languages. Language follows your app settings.


# Use Cases

<figure><img src="/files/0aH72dkiJViGHJH2mbmh" alt=""><figcaption></figcaption></figure>

**NS3.AI is an AI Agent designed to revolutionize web3 journalism.**&#x20;

This section explores various use cases to demonstrate how NS3.AI is being utilized in practice. Each use case illustrates how NS3.AI resolves market challenges and aids investors in making informed decisions.

### Case 1

News analysis related to Ethereum ETFs

Headline : Ethereum Rallies 5% To $3,300, Are ETFs Coming This Week?

{% embed url="<https://www.benzinga.com/markets/cryptocurrency/24/07/39775177/ethereum-rallies-5-to-3-300-are-etfs-coming-this-week>" %}

🤖 AI insight

**Key Content**

Ethereum's price has surged to $3,360, marking a 5.5% increase in the past 24 hours, driven by market optimism regarding the approval of eight spot Ethereum ETFs. According to industry experts, including Nate Geraci, the launch of these ETFs is imminent and could attract up to $10 billion in new inflows. Major issuers such as VanEck and 21Shares have updated their registrations in anticipation of final approval from the SEC. Such a launch could propel Ethereum's price to new all-time highs by the end of the year.

**Sentiments of the Article**

Positive: The article expresses a bullish sentiment on Ethereum, highlighting the price surge and the anticipated approval of multiple ETFs, which are expected to drive significant market inflows and further increase the price.

**Past & Future**

Past: Historically, the approval of ETFs has often led to significant price increases for underlying assets due to elevated market interest and inflows. For example, the introduction of Bitcoin futures ETFs saw considerable initial price spikes. Future: Given the historical context, the approval of ETH ETFs is likely to result in short-term price surges. Long-term price stability might depend on broader adoption and institutional interest.

**Ripple Effect**

The approval and launch of multiple ETH ETFs will likely have a cascading effect across the cryptocurrency market, boosting investor confidence and potentially leading to increased investment in other digital assets. This could also set a precedent for other crypto-based financial products, accelerating regulatory clarity and adoption.

**Investment Strategy**

Considering the bullish outlook, it would be prudent to cautiously enter long positions in Ethereum, anticipating short-term gains from the ETF launch. Following a professional investor approach, diversify investments to mitigate risks, monitor regulatory updates, and set stop-loss limits to protect capital. Long-term investors should focus on the potential for Ethereum's continued growth as an institutional asset.

### Case 2

News analysis related to macroeconomics

Headline : Federal Reserve’s Jerome Powell changes his strategy for cutting rates

{% embed url="<https://www.cryptopolitan.com/fed-powell-changes-strategy-cutting-rates/>" %}

🤖 AI insight

**Key Content**

Federal Reserve Chair Jerome Powell has declared a change in the central bank's strategy regarding interest rate cuts. Speaking at the Economic Club of Washington D.C., Powell noted that the Fed will not wait for inflation to drop to the 2% target before reducing rates. He highlighted that monetary policies have delayed impacts, suggesting that waiting too long could push inflation below the desired level. Instead, the Fed will seek stronger assurances that inflation is on track to reach the 2% target, buoyed by recent positive inflation data, including a favorable consumer price index for June. However, Powell clarified that imminent rate cuts are not forthcoming.

**Sentiments of the Article**

Neutral to Positive: The article presents a cautiously optimistic outlook by reporting recent positive inflation data and Powell's confidence in achieving the 2% inflation goal without overshooting. This is balanced by the assurance that immediate rate cuts are not anticipated, suggesting a stable yet cautious economic outlook.

**Past & Future**

Past: Historically, shifts in monetary policy strategies by the Federal Reserve, such as rate adjustments, have had significant impacts on financial markets, including cryptocurrencies. For instance, during the COVID-19 pandemic, near-zero interest rates significantly boosted the crypto market as investors sought higher returns. Future: If the current strategy yields the anticipated moderation in inflation, we might not see a dramatic shift in interest rates soon. This steady approach could maintain market stability. However, if positive inflation data continues, potential rate cuts could occur sooner, positively impacting asset prices, including cryptocurrencies.

**Ripple Effect**

Powell's announcement is likely to instill a sense of cautious optimism in various markets. For the cryptocurrency sector, where Bitcoin has already seen a rise to $64,000, this news might sustain the current rally or at least prevent a decline due to heightened economic stability. Investors in traditional markets might also feel assured of a balanced approach by the Fed, reducing volatility.

**Investment Strategy**

Given the current economic sentiment and Powell's strategy, a prudent investment strategy would be to wait for further positive inflation data and clearer signals from the Federal Reserve. For cryptocurrency investors, the recent rise in Bitcoin suggests ongoing bullish momentum, but cautious allocations and profit-taking on new highs can mitigate risks. Monitoring the Fed's announcements will be crucial for timely investment decisions.

### Case 3

News analysis related to regulations

Headline : Circle, USD Coin (USDC) is the first stablecoin to comply with MiCA regulation

{% embed url="<https://en.cryptonomist.ch/2024/07/01/circle-usd-coin-usdc-is-the-first-stablecoin-to-comply-with-mica-regulation/>" %}

🤖 AI insight

**Key Content**

Circle has successfully ensured that USD Coin (USDC) is the first stablecoin to comply with the new European MiCA regulation. This sets a significant precedent as Circle received approval from the French electronic money institution, EME, establishing the full legality and compliance of USD Coin in Europe. The new MiCA regulation, effective from June 30, provides clear rules and classifications for digital assets and separates issuers of 'asset-referenced tokens' from 'e-money tokens'. Circle's proactive approach places it ahead of competitors like Tether, which do not currently comply with these stringent regulations.

**Sentiments of the Article**

Positive: The article highlights a milestone achievement for Circle and USDC, suggesting a strong competitive edge and increased market credibility. The positive sentiment is reinforced by the emphasis on regulatory compliance and the broad acceptance and potential growth this compliance implies for the company and the stablecoin sector.

**Past & Future**

Past: Historically, regulatory compliance in the cryptocurrency space has been met with both caution and incremental adoption. Similar past instances include the early compliance moves by major financial entities that eventually set industry standards. Future: In the future, USDC’s compliance could drive other stablecoin issuers to hasten their compliance efforts with MiCA, leading to a more regulated and trustworthy ecosystem in the European digital finance sector. This could also drive innovation and development of more euro-backed stablecoins to better compete within the European market.

**Ripple Effect**

USD Coin's compliance with MiCA could set a benchmark for other stablecoins and cryptocurrencies aiming to enter or establish a stronger presence in the European market. This move could also lead to stricter adherence to regulatory standards and broader acceptance of crypto assets in traditional financial institutions across the EU.

**Investment Strategy**

Long-term Hold: Given the strategic compliance with MiCA and the increasing focus on regulatory adherence, USDC is positioned well within the European market. Professional investors who have consistently made profits often look for assets that not only offer growth potential but also comply with regulatory standards to avoid unforeseen legal and operational issues.

### Case 4

News analysis related to expert opinions

Headline : Bullish Solana Forecast, Expert Sees SOL Reaching 50% Of ETH’s Market Cap This Cycle

{% embed url="<https://www.newsbtc.com/news/solana/bullish-solana-forecast-expert-sees-sol-reaching-50-of-eths-market-cap-this-cycle/>" %}

🤖 AI insight

**Key Content**

Solana (SOL), currently the fifth largest cryptocurrency, recently reached above the $150 mark, rebounding sharply in line with the broader market rally. Daniel Cheung, co-founder of Syncracy Capital, attributes this resurgence to patterns he sees resembling those from 2021, a year when SOL reached its all-time high of $259. Cheung believes that the most substantial returns for SOL may lie ahead, particularly in the latter half of the year. He also suggests that Solana could capture up to 50% of Ethereum's market capitalization this cycle, potentially driven by Solana’s strong on-chain activity, accessibility to retail investors, and prospective favorable regulatory developments, including a Solana ETF.

**Sentiments of the Article**

Positive: The article carries an optimistic tone towards Solana’s future, buoyed by expert analysis and favorable comparisons to past performance that may suggest significant future gains.

**Past & Future**

Past: In past cycles, notably in 2021, Solana exhibited similarly strong performance, achieving substantial price increases from lower bases, driven by increased on-chain activity and broader market rallies. Future: If Solana follows a similar trajectory to 2021, and if the anticipated ETF and regulatory developments materialize, SOL could potentially see substantial price appreciation, possibly reaching new all-time highs.

**Ripple Effect**

A surge in Solana’s price and market cap could have widespread implications, potentially boosting the overall cryptocurrency market sentiment. Increased activity and investment in Solana might lead to greater interest in other Layer 1 blockchains and altcoins.

**Investment Strategy**

Given the optimistic outlook provided by experts, a strategy may involve accumulating SOL during price dips and holding for the medium-to-long term to capitalize on predicted gains. Investors should remain vigilant of regulatory updates and ETF approvals, which could act as significant price catalysts.

### Case 5

News analysis related to bad news

Headline : Mt. Gox Doomsday Scenario Involves Bitcoin Cash, Not Bitcoin, Analyst

{% embed url="<https://www.coindesk.com/markets/2024/07/04/mt-gox-doomsday-scenario-involves-bitcoin-cash-not-bitcoin-analyst/>" %}

🤖 AI insight

**Key Content**

The main focus of the article is the analysis provided by Peter Chung from Presto Labs regarding the impact of Mt. Gox's upcoming redemptions on Bitcoin Cash (BCH) and Bitcoin (BTC). According to Chung, approximately $73 million in BCH will be returned to former Mt. Gox customers, which constitutes over 20% of BCH's daily trading volume. This significant influx of BCH into the market could lead to considerable selling pressure, adversely impacting its price. In contrast, the return of approximately $9.5 billion in BTC is unlikely to have a similar impact on Bitcoin due to the current creditors' strong holding positions, who are likely Bitcoin bulls.

**Sentiments of the Article**

The overall sentiment of the article can be classified as cautiously negative towards BCH and neutral towards BTC. The potential substantial selling pressure on BCH is a cause for concern, while the outlook for BTC remains stable given the context provided by Chung.

**Past & Future**

Past: Historically, significant redemptions or releases of tokens have often led to short-term price declines due to increased selling pressure. For instance, previous large-scale releases of certain altcoins resulted in temporary price drops until the market absorbed the additional supply. Future: Expect BCH's price to potentially decline as the market adjusts to the influx from Mt. Gox redemptions. However, BTC's price is likely to remain resilient due to the strong hands of its current holders. Investors should monitor both cryptocurrencies closely as the redemption process unfolds.

**Ripple Effect**

The expected ripple effect is a bearish sentiment towards BCH, which could spread to other lesser altcoins due to panic selling or reduced confidence. BTC, on the other hand, may see a neutral to positive sentiment if it remains unaffected as expected. BCH's volatility could also present arbitrage opportunities for traders.

**Investment Strategy**

Based on the article, a prudent investment strategy would involve a cautious approach towards BCH. Investors may consider shorting BCH or hedging their BCH positions against possible declines. Conversely, BTC could be seen as a safer bet in this context, attracting long-term holders. Professional investors might employ market-neutral strategies such as pairing long BTC perpetuals with short BCH perpetuals to mitigate risks while potentially profiting from the expected market movements.

### Case 6

News analysis related to meme assets

Headline : Memecoins have an important role to play in crypto

{% embed url="<https://cointelegraph.com/news/meme-coins-play-important-role-in-crypto>" %}

🤖 AI insight

**Key Content**

The article discusses the surprising growth and role of meme coins within the cryptocurrency market in 2024. Meme coins like Dogecoin (DOGE) and Shiba Inu (SHIB) illustrate notable success stories, transforming small investments into large gains. In 2024, the meme coin market is highlighted as one of the fastest-growing sectors, with top-performing meme coins providing average returns of over 1,300%. Traders have leveraged social media and community engagement to drive demand and increase value. The article also examines the sharp contrast between traditional finance and the decentralized, rapidly adaptive nature of meme coins. While traditional financial institutions are burdened by slow, bureaucratic processes, meme coins thrive on innovation and community-driven market dynamics. The recent success of meme coins like Hamster Kombat and MAGA tokens spotlight their potential and ongoing popularity.

**Sentiments of the Article**

Neutral: The article provides an objective analysis of meme coins, acknowledging their spectacular growth and potential, while also highlighting the significant risks involved. It does not overly promote or criticize the trend but presents it as a noteworthy development in the crypto space.

**Past & Future**

Past: Historically, meme coins have often been viewed as fleeting novelties with little substantive value. However, the turn of events in the last few years and the positive returns for some have merited a reconsideration of their potential. Specifically, Dogecoin and Shiba Inu have achieved substantial market capitalization and mainstream recognition. Future: The future of meme coins lies in their ability to demonstrate practical use cases and maintain the community and investor enthusiasm that has driven their initial successes. Without sustained momentum and inherent value, meme coins could face significant volatility and risk. Investors should remain cautious and research-driven, weighing the potential for high rewards against the likelihood of equally high risks.

**Ripple Effect**

Meme coins have introduced a new segment to the cryptocurrency market that thrives on hype, community engagement, and speculative investments. This could lead to increased scrutiny and regulation as traditional financial systems attempt to understand and adapt to these rapid changes. The influence of celebrities on market dynamics also suggests a potential for manipulation, which can affect investor confidence. Overall, the success of meme coins could encourage traditional financial institutions to innovate and adapt more quickly.

**Investment Strategy**

Long-Term Perspective: Investors should balance their portfolios by integrating meme coins with established cryptocurrencies and traditional assets. Given the high volatility associated with meme coins, a cautious and diversified approach is advisable. Investors should stay informed about market trends, community activities, and regulatory developments. It is also important to set clear entry and exit points to manage risks effectively. Professional investors often allocate a small portion of their capital to high-risk assets like meme coins to potentially benefit from their explosive growth while safeguarding the majority of their investment in more stable assets.


# Media Source

<figure><img src="/files/4YmifGrjx3djVBx0m9Xd" alt=""><figcaption></figcaption></figure>

Please download and use the media sources required for PR and content creation from the link below.

{% file src="/files/6S0owt4wIXM7bAvn7xUa" %}

### Media Source

* **ASM logo file**
* **Other graphic files**

#### For media-related inquiries: [**Contact Us**](https://about.ns3.ai/contact)


# Brand Guide

<figure><img src="/files/AdEaIRXEbrqWaAzZ7ore" alt=""><figcaption></figcaption></figure>

### Purpose

The primary purpose of the NS3 Brand Guide is to clearly communicate the AI Agent's identity and core values, providing a consistent visual language for all brand-related activities and materials to deliver an integrated brand experience. This guide aims to manage and strengthen NS3's external image by setting essential standards and guidelines, thereby enhancing brand recognition, building user trust, and increasing competitiveness in the market. Additionally, this guide is designed to effectively communicate NS3's vision and mission, ensuring all stakeholders can easily understand and apply the brand identity.

<figure><img src="/files/wex0Xh4ktbq1br8SDDMn" alt=""><figcaption></figcaption></figure>

<figure><img src="/files/071cYPJWkhdH4E0qD1xR" alt=""><figcaption></figcaption></figure>

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<figure><img src="/files/IvEERyiUqJsQ1MmX8C9B" alt=""><figcaption><p>.</p></figcaption></figure>

<figure><img src="/files/lKco8enMdQ5CqV081N2h" alt=""><figcaption></figcaption></figure>

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# Terms of Use

<figure><img src="/files/LlQRDnz7xW3jnyqF0jNw" alt=""><figcaption></figcaption></figure>

Please read these terms and conditions carefully before using Our Service.

### Interpretation and Definitions

#### Interpretation

The words of which the initial letter is capitalized have meanings defined under the following conditions. The following definitions shall have the same meaning regardless of whether they appear in singular or in plural.

#### Definitions

For the purposes of these Terms of use:

**Affiliate** means an entity that controls, is controlled by or is under common control with a party, where "control" means ownership of 50% or more of the shares, equity interest or other securities entitled to vote for election of directors or other managing authority.

**Country** refers to: Hong Kong

**Company** (referred to as either "the Company", "We", "Us" or "Our" in this Agreement) refers to CPASS Limited, FLAT A, 16/f, BLOCK 6, TIERRA VERDE, 33 TSING KING ROAD, TSING YI, NEW TERRITORIES, HONG KONG

**Device** means any device that can access the Service such as a computer, a cellphone or a digital tablet.

**Service** refers to the Website & App.

**Terms and Conditions** (also referred as "Terms") mean these Terms and Conditions that form the entire agreement between You and the Company regarding the use of the Service.

**Third-party Social Media Service** means any services or content (including data, information, products or services) provided by a third-party that may be displayed, included or made available by the Service.

**Website** refers to NS3.AI, accessible from <https://ns3.ai>

**You** means the individual accessing or using the Service, or the company, or other legal entity on behalf of which such individual is accessing or using the Service, as applicable.

### Acknowledgment

&#x20;These are the Terms and Conditions governing the use of this Service and the agreement that operates between You and the Company. These Terms and Conditions set out the rights and obligations of all users regarding the use of the Service.

Your access to and use of the Service is conditioned on Your acceptance of and compliance with these Terms and Conditions. These Terms and Conditions apply to all visitors, users and others who access or use the Service.

By accessing or using the Service You agree to be bound by these Terms and Conditions. If You disagree with any part of these Terms and Conditions then You may not access the Service.

You represent that you are over the age of 18. The Company does not permit those under 18 to use the Service.

Your access to and use of the Service is also conditioned on Your acceptance of and compliance with the Privacy Policy of the Company. Our Privacy Policy describes Our policies and procedures on the collection, use and disclosure of Your personal information when You use the Application or the Website and tells You about Your privacy rights and how the law protects You. Please read Our Privacy Policy carefully before using Our Service.

### Links to Other Websites

Our Service may contain links to third-party web sites or services that are not owned or controlled by the Company.

**Copyright Notice**: The article images and headline displayed on NS3 are social previews published by each media outlet. The copyright for social previews belongs to each media outlet, and clicking on them will link to the original article.

The Company has no control over, and assumes no responsibility for, the content, privacy policies, or practices of any third party web sites or services. You further acknowledge and agree that the Company shall not be responsible or liable, directly or indirectly, for any damage or loss caused or alleged to be caused by or in connection with the use of or reliance on any such content, goods or services available on or through any such web sites or services.

We strongly advise You to read the terms of use and privacy policies of any third-party web sites or services that You visit.

### Termination

We may terminate or suspend Your access immediately, without prior notice or liability, for any reason whatsoever, including without limitation if You breach these Terms of use.

Upon termination, Your right to use the Service will cease immediately.

### Limitation of Liability

To the maximum extent permitted by applicable law, in no event shall the Company or its suppliers be liable for any special, incidental, indirect, or consequential damages whatsoever (including, but not limited to, damages for loss of profits, loss of data or other information, for business interruption, for personal injury, loss of privacy arising out of or in any way related to the use of or inability to use the Service, third-party software and/or third-party hardware used with the Service, or otherwise in connection with any provision of this Terms), even if the Company or any supplier has been advised of the possibility of such damages and even if the remedy fails of its essential purpose.

Some states do not allow the exclusion of implied warranties or limitation of liability for incidental or consequential damages, which means that some of the above limitations may not apply. In these states, each party's liability will be limited to the greatest extent permitted by law.

### "AS IS" and "AS AVAILABLE" Disclaimer

The Service is provided to You "AS IS" and "AS AVAILABLE" and with all faults and defects without warranty of any kind. To the maximum extent permitted under applicable law, the Company, on its own behalf and on behalf of its Affiliates and its and their respective licensors and service providers, expressly disclaims all warranties, whether express, implied, statutory or otherwise, with respect to the Service, including all implied warranties of merchantability, fitness for a particular purpose, title and non-infringement, and warranties that may arise out of course of dealing, course of performance, usage or trade practice. Without limitation to the foregoing, the Company provides no warranty or undertaking, and makes no representation of any kind that the Service will meet Your requirements, achieve any intended results, be compatible or work with any other software, applications, systems or services, operate without interruption, meet any performance or reliability standards or be error free or that any errors or defects can or will be corrected.

Without limiting the foregoing, neither the Company nor any of the company's provider makes any representation or warranty of any kind, express or implied: (i) as to the operation or availability of the Service, or the information, content, and materials or products included thereon; (ii) that the Service will be uninterrupted or error-free; (iii) as to the accuracy, reliability, or currency of any information or content provided through the Service; or (iv) that the Service, its servers, the content, or e-mails sent from or on behalf of the Company are free of viruses, scripts, trojan horses, worms, malware, timebombs or other harmful components.

Some jurisdictions do not allow the exclusion of certain types of warranties or limitations on applicable statutory rights of a consumer, so some or all of the above exclusions and limitations may not apply to You. But in such a case the exclusions and limitations set forth in this section shall be applied to the greatest extent enforceable under applicable law.

"NS3.AI" and its providers do not provide any explicit or implied warranty regarding the accuracy, completeness, reliability, timeliness, or suitability for a specific purpose of the information provided through this service. "NS3.AI" and its providers will not be responsible for any direct, indirect, incidental, special, consequential damages or losses, loss of data, loss of profits, etc., that may arise from using "NS3.AI". Furthermore, "NS3.AI" offers services related to the crypto market, which can significantly vary in results due to market volatility, economic factors, individual investment strategies, and risk tolerance. Therefore, it is essential for users to make investment decisions based on their independent judgment and the advice of appropriate professionals. Users should only use the service if they carefully review and agree to "NS3.AI" terms of use and privacy policy, including this disclaimer. If you do not agree with this disclaimer or the terms and conditions, you must immediately stop using "NS3.AI". We do not serve U.S.A. citizens

### Governing Law

The laws of the Country, excluding its conflicts of law rules, shall govern this Terms and Your use of the Service. Your use of the Application may also be subject to other local, state, national, or international laws.

### Disputes Resolution

If You have any concern or dispute about the Service, You agree to first try to resolve the dispute informally by contacting the Company.

### For European Union (EU) Users

If You are a European Union consumer, you will benefit from any mandatory provisions of the law of the country in which You are resident.

### United States Legal Compliance

You represent and warrant that (i) You are not located in a country that is subject to the United States government embargo, or that has been designated by the United States government as a "terrorist supporting" country, and (ii) You are not listed on any United States government list of prohibited or restricted parties. We do not serve U.S.A. citizens

### Severability and Waiver

#### Severability

If any provision of these Terms is held to be unenforceable or invalid, such provision will be changed and interpreted to accomplish the objectives of such provision to the greatest extent possible under applicable law and the remaining provisions will continue in full force and effect.

#### Waiver

Except as provided herein, the failure to exercise a right or to require performance of an obligation under these Terms shall not affect a party's ability to exercise such right or require such performance at any time thereafter nor shall the waiver of a breach constitute a waiver of any subsequent breach.

### Translation Interpretation

These Terms and Conditions may have been translated if We have made them available to You on our Service. You agree that the original English text shall prevail in the case of a dispute.

### Changes to These Terms and Conditions

We reserve the right, at Our sole discretion, to modify or replace these Terms at any time. If a revision is material We will make reasonable efforts to provide at least 30 days' notice prior to any new terms taking effect. What constitutes a material change will be determined at Our sole discretion.

By continuing to access or use Our Service after those revisions become effective, You agree to be bound by the revised terms. If You do not agree to the new terms, in whole or in part, please stop using the website and the Service.

### Contact Us

If you have any questions about these Terms of use, You can contact us: [Contact Us](https://about.ns3.ai/contact)


# Privacy Policy

<figure><img src="/files/LlQRDnz7xW3jnyqF0jNw" alt=""><figcaption></figcaption></figure>

At NS3.AI, accessible from NS3.AI, one of our main priorities is the privacy of our visitors. This Privacy Policy document contains types of information that is collected and recorded by NS3.AI and how we use it.

If you have additional questions or require more information about our Privacy Policy, do not hesitate to [Contact Us](https://about.ns3.ai/contact)

This Privacy Policy applies only to our online activities and is valid for visitors to our website & mobile app with regards to the information that they shared and/or collect in NS3.AI. This policy is not applicable to any information collected offline or via channels other than this website & mobile app.

### Consent

By using our website & mobile app, you hereby consent to our Privacy Policy and agree to its terms.

### Information we collect

The personal information that you are asked to provide, and the reasons why you are asked to provide it, will be made clear to you at the point we ask you to provide your personal information.

If you contact us directly, we may receive additional information about you such as your name, email address, phone number, the contents of the message and/or attachments you may send us, and any other information you may choose to provide.

When you register for an Account, we may ask for your contact information, including items such as name, company name, address, Telegram ID, email address, and telephone number.

### How we use your information

We use the information we collect in various ways, including to:

* Provide, operate, and maintain our website & mobile app
* Improve, personalize, and expand our website & mobile app
* Understand and analyze how you use our website & mobile app
* Develop new products, services, features, and functionality
* Communicate with you, either directly or through one of our partners, including for customer service, to provide you with updates and other information relating to the website, and for marketing and promotional purposes
* Send you emails
* Find and prevent fraud

### Log Files

NS3.AI follows a standard procedure of using log files. These files log visitors when they visit websites. All hosting companies do this and a part of hosting services' analytics. The information collected by log files include internet protocol (IP) addresses, browser type, Internet Service Provider (ISP), date and time stamp, referring/exit pages, and possibly the number of clicks. These are not linked to any information that is personally identifiable. The purpose of the information is for analyzing trends, administering the site, tracking users' movement on the website, and gathering demographic information.

### Cookies and Web Beacons

Like any other website, NS3.AI uses "cookies". These cookies are used to store information including visitors' preferences, and the pages on the website that the visitor accessed or visited. The information is used to optimize the users' experience by customizing our web page content based on visitors' browser type and/or other information.

For more general information on cookies, please read our[ Cookie Policy.](/cookie)

### Advertising Partners Privacy Policies

You may consult this list to find the Privacy Policy for each of the advertising partners of NS3.AI.

Third-party ad servers or ad networks uses technologies like cookies, JavaScript, or Web Beacons that are used in their respective advertisements and links that appear on NS3.AI, which are sent directly to users' browser. They automatically receive your IP address when this occurs. These technologies are used to measure the effectiveness of their advertising campaigns and/or to personalize the advertising content that you see on websites that you visit.

Note that NS3.AI has no access to or control over these cookies that are used by third-party advertisers.

### Third Party Privacy Policies

NS3.AI Privacy Policy does not apply to other advertisers or websites. Thus, we are advising you to consult the respective Privacy Policies of these third-party ad servers for more detailed information. It may include their practices and instructions about how to opt-out of certain options.

You can choose to disable cookies through your individual browser options. To know more detailed information about cookie management with specific web browsers, it can be found at the browsers' respective websites.

### GDPR Data Protection Rights

We would like to make sure you are fully aware of all of your data protection rights. Every user is entitled to the following:

The right to access – You have the right to request copies of your personal data. We may charge you a small fee for this service.

The right to rectification – You have the right to request that we correct any information you believe is inaccurate. You also have the right to request that we complete the information you believe is incomplete.

The right to erasure – You have the right to request that we erase your personal data, under certain conditions.

The right to restrict processing – You have the right to request that we restrict the processing of your personal data, under certain conditions.

The right to object to processing – You have the right to object to our processing of your personal data, under certain conditions.

The right to data portability – You have the right to request that we transfer the data that we have collected to another organization, or directly to you, under certain conditions.

If you make a request, we have one month to respond to you. If you would like to exercise any of these rights, please contact us.

### Children's Information

Another part of our priority is adding protection for children while using the internet. We encourage parents and guardians to observe, participate in, and/or monitor and guide their online activity.

NS3.AI does not knowingly collect any Personal Identifiable Information from children under the age of 13. If you think that your child provided this kind of information on our website, we strongly encourage you to contact us immediately and we will do our best efforts to promptly remove such information from our records.


# Cookie Policy

<figure><img src="/files/LlQRDnz7xW3jnyqF0jNw" alt=""><figcaption></figcaption></figure>

### **What Are Cookies**

As is common practice with almost all professional websites this site uses cookies, which are tiny files that are downloaded to your computer, to improve your experience. This page describes what information they gather, how we use it and why we sometimes need to store these cookies. We will also share how you can prevent these cookies from being stored however this may downgrade or 'break' certain elements of the sites functionality.

### **How We Use Cookies**

We use cookies for a variety of reasons detailed below. Unfortunately in most cases there are no industry standard options for disabling cookies without completely disabling the functionality and features they add to this site. It is recommended that you leave on all cookies if you are not sure whether you need them or not in case they are used to provide a service that you use.

### **Disabling Cookies**

You can prevent the setting of cookies by adjusting the settings on your browser (see your browser Help for how to do this). Be aware that disabling cookies may affect the functionality of this and many other websites that you visit. Disabling cookies will usually result in also disabling certain functionality and features of the this site. Therefore it is recommended that you do not disable cookies.

### **The Cookies We Set**

* Forms related cookies

  When you submit data to through a form such as those found on contact pages or comment forms cookies may be set to remember your user details for future correspondence.

### **Third Party Cookies**

In some special cases we also use cookies provided by trusted third parties. The following section details which third party cookies you might encounter through this site.

* This site uses Google Analytics which is one of the most widespread and trusted analytics solution on the web for helping us to understand how you use the site and ways that we can improve your experience. These cookies may track things such as how long you spend on the site and the pages that you visit so we can continue to produce engaging content.

  For more information on Google Analytics cookies, see the official Google Analytics page.

### **More Information**

Hopefully that has clarified things for you and as was previously mentioned if there is something that you aren't sure whether you need or not it's usually safer to leave cookies enabled in case it does interact with one of the features you use on our site.

However if you are still looking for more information then you can contact us through one of our preferred contact methods: [Contac Us](https://about.ns3.ai/contact)


# Disclaimer

<figure><img src="/files/XUtugapL8KzvxcK6RRWX" alt=""><figcaption></figcaption></figure>

### Extended and Detailed Disclaimer for NS3.AI Services

Please read this disclaimer ("Disclaimer") carefully as it sets forth important terms and conditions regarding your use of services provided by "NS3.AI" and its associated content, services, and functionalities (collectively, the "Service"). By accessing, browsing, or otherwise using the Service, you acknowledge that you have read, understood, and agree to be bound by this Disclaimer. If you do not agree to this Disclaimer in its entirety, you are expressly prohibited from using the Service and must discontinue use immediately.

### **No Warranty**

"NS3.AI" and its service providers, affiliates, agents, licensors, and business partners (collectively, "Providers") expressly disclaim all warranties of any kind, whether express or implied, including, but not limited to, the implied warranties of merchantability, fitness for a particular purpose, and non-infringement. The Service and all information, content, materials, products, and services included on or otherwise made available to you through the Service are provided on an "as is" and "as available" basis, without warranty of any kind.

The Providers make no warranty or representation regarding the accuracy, completeness, reliability, availability, timeliness, quality, suitability, or error-free nature of the Service or any content provided therein. The Providers do not guarantee that the Service will meet your requirements, or that the operation of the Service will be uninterrupted or entirely secure.

### **Limitation of Liability**

Under no circumstances will "NS3.AI" or its Providers be liable for any direct, indirect, incidental, special, punitive, consequential, or exemplary damages, including but not limited to, damages for loss of profits, goodwill, use, data, or other intangible losses (even if "NS3.AI" or any Provider has been advised of the possibility of such damages), resulting from the use or the inability to use the Service; unauthorized access to or alteration of your transmissions or data; conduct or statements of any third party on the Service; or any other matter relating to the Service.

### **Cryptocurrency Market Services**

The Service may include or offer access to information and services related to the cryptocurrency market, which is known for its high volatility and inherent risks. The performance of cryptocurrencies is highly unpredictable and subject to market volatility, economic factors, individual investment strategies, and personal risk tolerance. "NS3.AI" and its Providers make no representations or warranties as to the accuracy, reliability, or completeness of any information related to cryptocurrency markets provided through the Service.

Users acknowledge that investment decisions in the cryptocurrency market are subject to high risk and that "NS3.AI" and its Providers are not liable for any losses or damages arising from investment decisions based on information obtained from the Service. It is the responsibility of each user to conduct their own research, analysis, and consultation with professional advisors before making any investment decisions.

### **User Agreement**

By using the Service, users affirm that they have reviewed, understand, and agree to all terms and conditions set forth in "NS3.AI" Terms of Use and Privacy Policy, including this Disclaimer. Users must assess their acceptance of this Disclaimer and associated terms carefully before using the Service. If a user does not agree with any part of this Disclaimer or the Terms of Use and Privacy Policy, they must immediately cease use of the Service.

This Disclaimer may be updated or modified from time to time. It is the responsibility of users to review this Disclaimer periodically for any changes. Your continued use of the Service following the posting of any changes to this Disclaimer constitutes acceptance of those changes.


# Point Swap Guide

### Coinbase Verifications

### Prevention of Fraud


# NewsCover Library

<figure><img src="/files/kzDzGLXFo6p9IzBz6w8B" alt=""><figcaption></figcaption></figure>

## NewsCover Library

### 1. Overview

**NewsCover Library** ("NewsCover") is a service that provides cover images that fit the news. Send a keyword or a headline, and it instantly returns matching covers from the library. The library currently holds roughly **3,000 entities** and **10,000 covers**, organized into the following categories.

<table data-search="false"><thead><tr><th>Category</th><th>Examples</th></tr></thead><tbody><tr><td>Crypto</td><td>Bitcoin, Ethereum, Solana</td></tr><tr><td>Corporate &#x26; Brands</td><td>Tesla, Apple, Binance</td></tr><tr><td>Nations</td><td>United States, Japan, South Korea</td></tr><tr><td>Currencies</td><td>Dollar, Yen, Euro</td></tr><tr><td>Commodities</td><td>Gold, Oil, Copper</td></tr><tr><td>People</td><td>Major politicians, CEOs, investors</td></tr><tr><td>Institutions · Indices · Regulation · Concepts</td><td>Fed, SEC, S&#x26;P 500, CPI</td></tr><tr><td>Other</td><td>Other entities frequent in crypto and economic news</td></tr></tbody></table>

It covers **every constituent of the CMC 500, Nasdaq 100, and S\&P 500**, plus most major global brands and the entities that appear most often in crypto and economic news.

**Built for precision.** The matching engine is designed to minimize wrong covers: *no cover is better than a wrong cover.* The engine was simulated against **5,000 real news headlines** for over-match and collision checks, then hardened accordingly.

**Standardized covers and the grid system.** The requirements for a cover image differ by platform and by story. A cover may be used alone or as two covers side by side, the subject must render correctly across the key ratios and platforms, and when two covers are rendered together in one space, visual mismatch must be minimal. To meet these requirements, every cover is produced as a high-quality image normalized by our grid system (person, symbol, wordmark, and object layouts), passes the grid check, and is deployed only after a final human review.

<div><figure><img src="/files/XPrfc5lrjAbCMNrlpLqs" alt=""><figcaption></figcaption></figure> <figure><img src="/files/zAPSIQ9UxC47ToZ6DvzA" alt=""><figcaption></figcaption></figure></div>

<div><figure><img src="/files/L5jRtpCihj27x9ZaXqVY" alt=""><figcaption></figcaption></figure> <figure><img src="/files/hXad2W1cGT8dIHFfey04" alt=""><figcaption></figcaption></figure></div>

#### **Two ways to use** (web & API):

| Mode                            | You send                                         | Best for                                                             |
| ------------------------------- | ------------------------------------------------ | -------------------------------------------------------------------- |
| **Headline search** `headline=` | The raw headline text, unchanged                 | Automation and AI-rewriting pipelines (no keyword extraction needed) |
| **Keyword search** `q=`         | Keywords you selected (comma-separated, up to 4) | Editors composing covers exactly as intended                         |

Both modes use the same endpoint with a different query parameter and share **one response schema** (Section 7). **No authentication, no rate limit**, and **CORS enabled** (`Access-Control-Allow-Origin: *`), so you can call the API directly from browser front-ends as well as servers.

* Headline search: `GET https://api.ns3.ai/newscover?headline={headline text}`
* Keyword search: `GET https://api.ns3.ai/newscover?q={keyword1,keyword2,keyword3,keyword4}`

#### **Cover ratios and representative platforms**

<figure><img src="/files/UpKSRLjJXmXNs9aayegX" alt=""><figcaption></figcaption></figure>

| Ratio                            | Formats        | Representative use                                    |
| -------------------------------- | -------------- | ----------------------------------------------------- |
| **1.75:1** (original, 1750×1000) | Single · Split | X (Twitter) timeline image                            |
| **1:1**                          | Single         | Square thumbnails, in-app cards                       |
| **1.91:1**                       | Single · Split | OG image (social link preview), web standard 1200×630 |
| **2.5:1**                        | Single · Split | Wide news-feed banner                                 |

A Split cover places two entities' covers side by side as a single two-panel cover (the style widely used on X/Twitter). Because every cover passes the grid check, the subject stays correctly placed in both single and split layouts, with no visual mismatch between the two covers.

***

### 2. Choosing a Search Mode: `headline=` vs `q=`

|                       | `headline=` headline search              | `q=` keyword search                     |
| --------------------- | ---------------------------------------- | --------------------------------------- |
| **Input**             | The headline / breaking-news line, as-is | Keywords you extracted, comma-separated |
| **Entity extraction** | NewsCover library (automatic)            | Editor (manual)                         |
| **Matching**          | Strict: minimizes false matches          | Loose: favors discoverability           |
| **Editor workload**   | None: just forward the text              | Core-keyword selection needed           |
| **Fit**               | Automation, AI-rewritten feeds           | Human editing, clear keywords           |

**Headline search** derives covers straight from an existing headline, with no extra workflow. No-match and over-match can occur at a low rate, so a final human review is recommended to guarantee a complete result for readers.

**Keyword search** returns only the entities the editor selects, so covers are composed exactly as intended.

**The precision of headline search is structural.** Headline text cannot be controlled, so stricter matching is applied than in keyword search:

* **Tickers are case-sensitive; names are case-insensitive.** In "Bitcoin trades near record highs", lowercase `near` is just the word "near" and returns nothing, while uppercase `NEAR` matches the NEAR ticker. `Apple` or `apple` is a name and matches the company either way. (Therefore, send headlines as-is; do not change their casing.)
* **Edge-case handling is built in.** Over-match patterns identified by simulating thousands of real headlines are reflected in the engine and the keyword dictionary. For example, a currency used as an amount unit ("Raises Funding Worth 100 Million Yuan") does not trigger a cover.

`q=` mode is deliberately loose: because you chose the keywords on purpose, even lowercase `near` returns the NEAR cover.

> **Rule of thumb:** if a machine (or an AI rewriter) produces your feed, use `headline=`. If a person picks the keywords, either works.

***

### 3. Keyword Search Guide

Minor differences in spelling resolve to the same entity. Case, spaces, hyphens, and special characters do not affect matching:

| Input                                                 | Match           |
| ----------------------------------------------------- | --------------- |
| Polymarket / poly market / poly-market / POLY\_MARKET | Polymarket      |
| $BTC / btc                                            | BTC             |
| Bank of England / bankofengland                       | Bank of England |

**Tips for a higher match rate**

* Use proper entity names or tickers: `Bitcoin`, `BTC`, `Tesla`, `Fed`, `Japan`
* Generic nouns and descriptive phrases will not match: `crypto market crash`, `price surge`
* Keywords are supported in English only

When there is no match: the Web shows "No results found." and the API returns the mode-specific no-match response (see Sections 5 and 6).

***

### 4. NewsCover Web (for Editors)

URL: <https://ns3.ai/newscover>

1. Type a keyword or headline into the search box (English)
2. All images in the matched group are displayed
3. Check the ratio previews for each image: 1:1 square / 1.75:1 single·split / 1.91:1 single·split / 2.5:1 single·split / original ratio
4. Click the **Download Image** button to save the file, or click the copy icon to copy the image URL

Split previews show the two-panel split cover style widely used on X (Twitter) and similar platforms.

***

### 5. Headline Search API

Send the raw headline; the engine extracts the entities and returns a cover for each.

```
GET https://api.ns3.ai/newscover?headline={headline text}
GET https://api.ns3.ai/newscover?headline={headline text}&mode=extended
```

#### **Behavior**

* URL-encode the text (spaces as `%20` or `+`). Browsers and HTTP libraries do this automatically.
* The **first 250 characters** of the headline are scanned. (Longer input is accepted, but entities after the 250th character are not matched.)
* Up to **5 entities** are returned, in the order they appear in the headline. The first entity is most likely the primary subject, so use it when you need a single representative cover.
* Entity names of up to **three words** are matched ("Bank of England", "Ki Young Ju"). Punctuation is handled naturally: "Bitcoin (BTC)", "BTC," and "Trump's" all match their entities. A name and its ticker in the same headline merge into one result.
* `images` is an array. By default it holds one randomly assigned cover per matched entity group, so the same headline always returns the same entities but the specific cover image can differ between calls.
* Add **`mode=extended`** to return **all** covers the group holds in the `images` array. This gives you the same result as the web search via the API, so the editor can pick from all returned images.
* **When nothing matches, `results` is an empty array.** See the no-match example below.

#### Response example: two entities matched

`GET https://api.ns3.ai/newscover?headline=Bitcoin surges as SEC approves ETF`

```json
{
  "results": [
    {
      "matched": true,
      "input": "Bitcoin",
      "normalizedKeyword": "bitcoin",
      "name": "Bitcoin (BTC)",
      "category": "crypto",
      "images": [
        {
          "url": "https://assemble-ai-files.s3.amazonaws.com/2z4Lwzp9Mq...",
          "width": 1750,
          "height": 1000,
          "mimeType": "image/jpeg",
          "imageId": "2z4Lwzp9MqNT8mt7y7vunAd2Bs147XDpqgkTUeKCGyMM",
          "groupId": "68c028423b04413d9f9679c2"
        }
      ]
    },
    {
      "matched": true,
      "input": "SEC",
      "normalizedKeyword": "sec",
      "name": "U.S. Securities and Exchange Commission (SEC)",
      "category": "institutions",
      "images": [
        {
          "url": "https://assemble-ai-files.s3.amazonaws.com/6jMTXdrgPL...",
          "width": 1750,
          "height": 1000,
          "mimeType": "image/jpeg",
          "imageId": "6jMTXdrgPLXmZLcr9NgN2PKwqSRZrnrXeqg7STMxETGM",
          "groupId": "68c05a44c34f4a2bb67c4b44"
        }
      ]
    }
  ]
}
```

`input` echoes the entity form found in the headline. Identify which entity matched by `name` and `groupId`. `groupId` can also be used to check whether the same entity's cover repeats across articles.

#### Response example: no match

`GET https://api.ns3.ai/newscover?headline=The weather is nice today`

```json
{ "results": [] }
```

When no entity matches, the array is empty. (This differs from `q=`, which returns an explicit `matched: false` item per keyword. See Section 6.) Prepare your own fallback cover for this case.

***

### 6. Keyword Search API

Send keywords you extracted.

```
GET https://api.ns3.ai/newscover?q={keyword1,keyword2,...}
GET https://api.ns3.ai/newscover?q={keyword1,keyword2,...}&mode=extended
```

#### **Query rules**

* **Up to 4 keywords**, separated by commas. 5 or more returns **HTTP 400**.
* URL-encode keywords: spaces as `%20`/`+`, `&` as `%26`. An unencoded space fails the request, and an unencoded `&` silently truncates the query. *(Tip: sending keywords with no spaces, like `bankofengland`, sidesteps encoding entirely. Case is ignored in `q=`.)*
* `images` is an array holding one randomly assigned cover by default, so the same keyword may return a different image on each call.
* Add **`mode=extended`** to return **all** covers the group holds in the `images` array.

**Same-entity merging & backup keywords.** Keywords that resolve to the same entity merge into one result, so the response can have fewer items than the keywords you sent: always map by `input`. This enables a backup-keyword pattern: send several spellings of one entity (e.g. `?q=SamBankmanFried,BankmanFried,SBF`) and whichever is registered will match, you still get just one result, and there is no risk of receiving the same subject twice.

#### Response example: single keyword

`GET https://api.ns3.ai/newscover?q=bitcoin`

```json
{
  "results": [
    {
      "matched": true,
      "input": "bitcoin",
      "normalizedKeyword": "bitcoin",
      "name": "Bitcoin (BTC)",
      "category": "crypto",
      "images": [
        {
          "url": "https://assemble-ai-files.s3.amazonaws.com/7y9bQA7UG...",
          "width": 1750,
          "height": 1000,
          "mimeType": "image/jpeg",
          "imageId": "7y9bQA7UG2t5GCmGdsog3V366UAA1P8oKz8VbCuFHbC5",
          "groupId": "68c028423b04413d9f9679c2"
        }
      ]
    }
  ]
}
```

`results` is always an array, even for a single keyword.

#### Response example: no match

`GET https://api.ns3.ai/newscover?q=pemex`

```json
{
  "results": [
    {
      "matched": false,
      "input": "pemex",
      "normalizedKeyword": "pemex",
      "name": null,
      "category": null,
      "images": [],
      "message": "No matching image found"
    }
  ]
}
```

A no-match is also returned as **HTTP 200** with `matched: false`: a miss is not an error. When only some keywords match, matched and unmatched items appear together in the same array.

#### **HTTP status codes**

| Code | Meaning                                                                                                           |
| ---- | ----------------------------------------------------------------------------------------------------------------- |
| 200  | Successful lookup (including no-match)                                                                            |
| 400  | Malformed request. e.g. more than 4 keywords: `{ "error": "Too many keywords. Maximum 4 keywords per request." }` |

***

### 7. Response Field Reference (shared by both modes)

<table data-search="false"><thead><tr><th>Field</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td><code>results</code></td><td>array</td><td>One item per matched entity. Always an array. <code>q=</code> also includes unmatched keywords as <code>matched: false</code> items; <code>headline=</code> returns matched entities only (empty array if none)</td></tr><tr><td><code>results[].matched</code></td><td>boolean</td><td>Whether this item matched</td></tr><tr><td><code>results[].input</code></td><td>string</td><td>The keyword / entity form found in the input</td></tr><tr><td><code>results[].normalizedKeyword</code></td><td>string</td><td>Normalized form (lowercased, special characters and spaces removed)</td></tr><tr><td><code>results[].name</code></td><td>string | null</td><td>Display name of the matched entity (e.g. "Bitcoin (BTC)"); <code>null</code> when there is no match</td></tr><tr><td><code>results[].category</code></td><td>string | null</td><td>Entity category slug, lowercase (<code>crypto</code>, <code>institutions</code>, <code>nations</code>, <code>currencies</code>, <code>commodities</code>, <code>people</code>, etc.); <code>null</code> when there is no match</td></tr><tr><td><code>results[].images</code></td><td>array</td><td>Cover images for the entity. One randomly assigned image by default; all of the group's images with <code>mode=extended</code>. Empty array when there is no match</td></tr><tr><td><code>results[].images[].url</code></td><td>string</td><td>Image URL (non-expiring; may change if the image is replaced or removed)</td></tr><tr><td><code>results[].images[].width</code></td><td>number</td><td>Width in px</td></tr><tr><td><code>results[].images[].height</code></td><td>number</td><td>Height in px</td></tr><tr><td><code>results[].images[].mimeType</code></td><td>string</td><td>Format (<code>image/jpeg</code>, <code>image/png</code>, etc.)</td></tr><tr><td><code>results[].images[].imageId</code></td><td>string</td><td>Unique image ID</td></tr><tr><td><code>results[].images[].groupId</code></td><td>string</td><td>ID of the entity's keyword group: use for entity-level deduplication across articles</td></tr><tr><td><code>results[].message</code></td><td>string</td><td>Reason for failure (present only when <code>matched: false</code>)</td></tr></tbody></table>

Images are delivered as the original file (**1750×1000**, 1.75:1).

***

### 8. Match Rate · Cover Composition · Fallback

#### **Cover composition strategies**

Same-entity keywords are merged server-side, so any two matched results are always two different entities: safe for split covers.

| Composition                                               | How                                                                                                                                                                                                                  |
| --------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Single image                                              | Compose the cover with one representative image only                                                                                                                                                                 |
| Two-image split                                           | Place two entities' images in a two-panel split cover (X/Twitter style)                                                                                                                                              |
| Adaptive <mark style="color:$primary;">(Recommend)</mark> | If two or more images match, split-cover the first two; if only one matches, use a single-image cover. If no images are returned, use your own fallback image or publish the story as text-only news without a cover |

#### **Fallback rules**

| Result                                                                    | Action                                                                             |
| ------------------------------------------------------------------------- | ---------------------------------------------------------------------------------- |
| No match (`headline=` empty array, or all `q=` keywords `matched: false`) | use your own fallback cover or publish the story as text-only news without a cover |
| One or more matched                                                       | Compose the cover from the matched images                                          |

**A no-match check that works in both modes:** treat the response as a no-match when `results` contains zero items with `matched: true`. This single check behaves identically for `headline=` (empty array) and `q=` (which includes `matched: false` items).

**Reliability tip:** prepare a default fallback image, or a text-only news UI for stories without a cover.

#### **Match rate**

* **`headline=`**: We fed **5,000** real-world English news headlines directly into the API; about **89%** of headlines returned at least one cover.
* **`q=` (300 real news articles):** The match rate rises with keyword count: 79% with 1 keyword, 94% with 2, 98% with 3, and **99% with 4**. At the article level, **95%** of articles secured a cover.

The library expands continuously, so these figures keep improving.

***

### 9. Using NewsCover as an AI Tool (function calling)

If you re-edit external news with your own AI before publishing, register NewsCover as a tool for that AI. The rewriting model has already identified the article's entities. **With `headline=`, it simply passes the headline through**, so there is no keyword-extraction step at all.

#### **How it works**

1. Register the tool in your rewriting prompt.
2. While rewriting, the AI calls the tool once, passing the headline (`headline=`) or the core entities (`q=`).
3. The actual API call is made by your tool handler code, which injects the returned `url` into the output (e.g. a `coverImage` field).

**Example tool definition (`headline=`, recommended)**

```json
{
  "name": "get_news_cover",
  "description": "Returns news cover images for the entities in a news headline. Pass the article's headline text as-is; the service extracts entities and returns one cover per entity.",
  "parameters": {
    "type": "object",
    "properties": {
      "headline": {
        "type": "string",
        "description": "The article headline in English, unchanged."
      }
    },
    "required": ["headline"]
  }
}
```

#### **Example tool handler**

```js
async function get_news_cover(headline) {
  const res = await fetch(
    'https://api.ns3.ai/newscover?headline=' + encodeURIComponent(headline)
  );
  return await res.json();
}
```

*(To use `q=`, swap the parameter for comma-separated `keywords` and build the query the same way.)*

**Tips**

* Take the `url` directly from the tool response in your orchestrator code, not from text the model transcribed (URLs are long hash strings, so model transcription is error-prone). Alternatively, have the model output only the `imageId` and inject the URL in your code.
* Define in your system prompt what the AI should do on an empty response or `matched: false` (e.g. fall back to your default cover).
* The added cost is one tool call per article: the response is a few hundred tokens, negligible relative to the overall rewriting cost.

***

### 10. Image License & Quality Review

Images are sourced primarily from Wikimedia Commons and Wikipedia, and consist of **public-domain or openly licensed** works. They are provided for **editorial use**: identifying the company, asset, or person in news coverage.

* Within this purpose, publishing, cropping, resizing, and direct referencing (hotlinking) are allowed.
* Use outside news coverage (advertising, merchandise), resale or re-licensing to third parties, and redistribution as an image collection are not permitted.

Every image passes the following checks before registration:

* Individual license verification (public domain / open license)
* Grid-system normalization and optimization for the standard cover ratios (1:1, 1.75:1, 1.91:1, 2.5:1)
* A final human review before deployment

#### **Usage requirements**

* Covers must be credited to NS3. The standard form is **\[NewsCover by NS3]** alternative placements or formats can be agreed with the NS3 team.


# Page 1

## NewsCover Library (외부 공개 문서 초안, 한글판 v6)

> GitBook(docs.ns3.ai/newscover-library) 교체용 초안. 한글 확정 후 영어로 번역 예정.

***

### 1. 개요 (Overview)

**NewsCover Library**("NewsCover")는 뉴스에 어울리는 커버 이미지를 제공하는 서비스입니다. 키워드 또는 헤드라인을 입력하면 라이브러리에서 매칭되는 커버를 즉시 반환합니다. 라이브러리는 현재 약 **3,000개 엔티티**와 **10,000장의 커버**를 보유하며, 다음 카테고리로 구성됩니다.

| 카테고리              | 예시                                |
| ----------------- | --------------------------------- |
| 암호화폐              | Bitcoin, Ethereum, Solana         |
| 기업 및 브랜드          | Tesla, Apple, Binance             |
| 국가                | United States, Japan, South Korea |
| 통화                | Dollar, Yen, Euro                 |
| 원자재               | Gold, Oil, Copper                 |
| 인물                | 주요 정치인 · CEO · 투자자                |
| 기관 · 지수 · 규제 · 개념 | Fed, SEC, S\&P 500, CPI           |
| 기타                | 그 외 크립토 · 경제 뉴스 빈출 엔티티            |

**CMC 500, Nasdaq 100, S\&P 500의 전 구성 종목**을 커버하며, 주요 글로벌 브랜드와 크립토·경제 뉴스에 자주 등장하는 엔티티 대부분을 포함합니다.

**정밀성을 위한 설계.** 매칭 엔진은 잘못된 커버 사용을 최소화하도록 설계되었습니다: *잘못된 커버보다 커버가 없는 것이 낫다.* 엔진은 실제 뉴스 헤드라인 **5,000건**을 시뮬레이션해 과매칭·충돌 검사를 수행하고 그에 맞춰 고도화되었습니다.

**규격화된 커버와 그리드 시스템.** 커버 이미지에 요구되는 조건은 플랫폼과 뉴스에 따라 다릅니다. 커버가 1장 쓰일 수도, 2장이 나란히 쓰일 수도 있고, 주요 비율과 플랫폼에서 피사체가 올바르게 표시되어야 하며, 두 커버가 한 공간에 함께 렌더링될 때는 시각적 이질감이 최소화되어야 합니다. 이 요구사항을 충족하기 위해 모든 커버는 그리드 시스템(인물·심볼·워드마크·사물 레이아웃)으로 규격화된 고품질 이미지로 제작되며, 그리드 검사를 통과하고 최종적으로 사람의 검수를 거친 뒤에만 배포됩니다.

**두 가지 사용 방법** (웹 및 API):

| 모드                      | 보내는 것                     | 적합한 경우                        |
| ----------------------- | ------------------------- | ----------------------------- |
| **헤드라인 검색** `headline=` | 헤드라인 원문 그대로               | 자동화·AI 재작성 파이프라인 (키워드 추출 불필요) |
| **키워드 검색** `q=`         | 직접 선정한 키워드 (콤마 구분, 최대 4개) | 에디터가 의도한 대로 커버를 구성할 때         |

두 모드는 같은 엔드포인트에서 쿼리 파라미터만 다르며, **동일한 응답 스키마**(7장)를 공유합니다. **인증·rate limit 없음**, **CORS 허용**(`Access-Control-Allow-Origin: *`)으로 서버는 물론 브라우저 프론트엔드에서도 직접 호출할 수 있습니다.

* 헤드라인 검색: `GET https://api.ns3.ai/newscover?headline={헤드라인 텍스트}`
* 키워드 검색: `GET https://api.ns3.ai/newscover?q={키워드1,키워드2,...}`

**커버 비율과 대표 매체**

| 비율                         | 형태      | 대표 매체/용도                          |
| -------------------------- | ------- | --------------------------------- |
| **1.75:1** (원본, 1750×1000) | 단일 · 분할 | X(트위터) 타임라인 이미지                   |
| **1:1**                    | 단일      | 정방형 썸네일 · 앱 내 카드                  |
| **1.91:1**                 | 단일 · 분할 | OG 이미지 (소셜 링크 프리뷰), 웹 표준 1200×630 |
| **2.5:1**                  | 단일 · 분할 | 와이드 뉴스 피드 배너                      |

분할(Split)형은 두 엔티티의 커버를 한 커버 안에 2패널로 나란히 배치하는 구성입니다(X/트위터에서 널리 쓰이는 스타일). 모든 커버는 그리드 검사를 통과했기 때문에, 단일형은 물론 분할 배치에서도 피사체가 올바르게 표시되고 두 커버 간 시각적 이질감이 없습니다.

***

### 2. 검색 모드 선택 가이드: `headline=` vs `q=`

|               | `headline=` 헤드라인 검색  | `q=` 키워드 검색        |
| ------------- | -------------------- | ------------------ |
| **입력**        | 헤드라인/속보 문장 그대로       | 직접 추출한 키워드 (콤마 구분) |
| **엔티티 추출 주체** | NewsCover 라이브러리 (자동) | 에디터 (직접)           |
| **매칭**        | 엄격: 오매칭 최소화          | 느슨: 발견성 우선         |
| **에디터 작업량**   | 없음: 원문만 전달           | 핵심 키워드 선정 필요       |
| **적합**        | 자동화, AI 재작성 피드       | 사람 편집, 키워드가 명확한 경우 |

**헤드라인 검색**은 준비된 헤드라인에서 커버를 바로 도출하며, 별도 워크플로우가 필요 없습니다. 낮은 확률로 무매칭·오매칭이 발생할 수 있으므로, 독자에게 완결된 결과를 보장하려면 최종 단계에서 사람의 검수를 권장합니다.

**키워드 검색**은 에디터가 선택한 엔티티만 도출하므로, 커버가 의도한 대로 정확히 구성됩니다.

**헤드라인 검색의 정밀함은 구조적입니다.** 헤드라인 텍스트는 통제할 수 없으므로, 키워드 검색보다 엄격한 매칭이 적용됩니다:

* **티커는 대소문자를 구분하고, 이름은 구분하지 않습니다.** "Bitcoin trades near record highs" 속 소문자 `near`는 그냥 단어 "near"이므로 아무것도 반환하지 않고, 대문자 `NEAR`는 NEAR 티커에 매칭됩니다. `Apple`이나 `apple`은 이름이므로 어느 쪽이든 회사에 매칭됩니다. (※ 따라서 헤드라인은 대소문자를 바꾸지 말고 원문 그대로 보내세요.)
* **엣지케이스 처리가 내장되어 있습니다.** 수천 건의 실제 헤드라인 시뮬레이션으로 도출한 오매칭 패턴이 엔진과 키워드 사전에 반영되어 있습니다. 예를 들어 금액 단위로 쓰인 통화("Raises Funding Worth 100 Million Yuan")는 커버를 트리거하지 않습니다.

`q=` 모드는 의도적으로 느슨합니다: 키워드를 직접 골라 보낸 것이므로 소문자 `near`를 입력해도 NEAR 커버를 반환합니다.

> **요약:** 기계(또는 AI 재작성기)가 피드를 만든다면 `headline=`, 사람이 키워드를 고른다면 어느 쪽이든 좋습니다.

***

### 3. 키워드 검색 가이드

표기가 조금 달라도 같은 엔티티로 인식합니다. 대소문자, 공백, 하이픈, 특수문자 차이는 매칭에 영향을 주지 않습니다:

| 입력                                                    | 매칭              |
| ----------------------------------------------------- | --------------- |
| Polymarket / poly market / poly-market / POLY\_MARKET | Polymarket      |
| $BTC / btc                                            | BTC             |
| Bank of England / bankofengland                       | Bank of England |

**높은 매칭률을 위한 팁**

* 고유 엔티티명 또는 티커를 사용하세요: `Bitcoin`, `BTC`, `Tesla`, `Fed`, `Japan`
* 일반 명사·서술구는 매칭되지 않습니다: `crypto market crash`, `price surge`
* 키워드는 영어만 지원합니다

매칭이 없을 때: 웹은 "No results found."를 표시하고, API는 모드별 무매칭 응답을 반환합니다(5·6장 참조).

***

### 4. NewsCover Web (에디터용)

URL: <https://ns3.ai/newscover>

1. 검색창에 키워드를 입력합니다 (영어)
2. 매칭된 키워드 그룹의 모든 이미지가 표시됩니다
3. 이미지별 비율 프리뷰를 확인합니다: 1:1 정방형 / 1.75:1 단일·분할 / 1.91:1 단일·분할 / 2.5:1 단일·분할 / 원본 비율
4. **Download Image** 버튼으로 저장하거나, URL 복사 아이콘으로 이미지 주소를 복사합니다

분할(Split) 프리뷰는 X(트위터) 등에서 널리 쓰이는 2패널 분할 커버 스타일입니다.

***

### 5. 헤드라인 검색 API: `headline=`

헤드라인 원문을 보내면, 엔진이 엔티티를 추출해 엔티티별 커버를 반환합니다.

```
GET https://api.ns3.ai/newscover?headline={헤드라인 텍스트}
GET https://api.ns3.ai/newscover?headline={헤드라인 텍스트}&mode=extended
```

**동작 방식**

* 텍스트는 URL 인코딩해 보냅니다 (공백은 `%20` 또는 `+`). 브라우저·HTTP 라이브러리는 자동 처리합니다.
* 헤드라인 텍스트의 **앞 250자**가 매칭 대상입니다. (250자 이상 입력해도 문제 없으나 250자 이후 엔티티는 매칭대상 아님)
* 최대 **5개 엔티티**가 헤드라인 등장 순서대로 반환됩니다. 첫 번째 엔티티가 대표 주제일 확률이 높으므로, 단일 대표 커버가 필요하면 첫 번째를 사용하세요.
* 최대 **3단어 엔티티명**까지 매칭됩니다("Bank of England", "Ki Young Ju"). 구두점은 자연스럽게 처리됩니다: "Bitcoin (BTC)", "BTC,", "Trump's" 모두 해당 엔티티에 매칭됩니다. 같은 헤드라인의 이름과 티커는 하나의 결과로 병합됩니다.
* `images`는 배열입니다. 기본 모드에서는 매칭된 엔티티 그룹당 랜덤 커버 **1장**이 담깁니다: 같은 헤드라인은 항상 같은 엔티티를 반환하지만, 배정되는 커버 이미지는 호출마다 다를 수 있습니다.
* \*\*`mode=extended`\*\*를 붙이면 각 엔티티 그룹이 보유한 **모든 커버**가 `images` 배열에 담겨 반환됩니다. 웹 검색과 동일한 결과를 API로 받는 것으로, 반환된 모든 이미지 중에서 에디터가 직접 골라 쓸 수 있습니다.
* **매칭이 없으면 `results`는 빈 배열입니다.** 아래 무매칭 예시를 참조하세요.

#### 응답 예시: 엔티티 2개 매칭

`GET https://api.ns3.ai/newscover?headline=Bitcoin surges as SEC approves ETF`

```json
{
  "results": [
    {
      "matched": true,
      "input": "Bitcoin",
      "normalizedKeyword": "bitcoin",
      "name": "Bitcoin (BTC)",
      "category": "crypto",
      "images": [
        {
          "url": "https://assemble-ai-files.s3.amazonaws.com/2z4Lwzp9Mq...",
          "width": 1750,
          "height": 1000,
          "mimeType": "image/jpeg",
          "imageId": "2z4Lwzp9MqNT8mt7y7vunAd2Bs147XDpqgkTUeKCGyMM",
          "groupId": "68c028423b04413d9f9679c2"
        }
      ]
    },
    {
      "matched": true,
      "input": "SEC",
      "normalizedKeyword": "sec",
      "name": "U.S. Securities and Exchange Commission (SEC)",
      "category": "institutions",
      "images": [
        {
          "url": "https://assemble-ai-files.s3.amazonaws.com/6jMTXdrgPL...",
          "width": 1750,
          "height": 1000,
          "mimeType": "image/jpeg",
          "imageId": "6jMTXdrgPLXmZLcr9NgN2PKwqSRZrnrXeqg7STMxETGM",
          "groupId": "68c05a44c34f4a2bb67c4b44"
        }
      ]
    }
  ]
}
```

`input`은 헤드라인에서 발견된 엔티티 표기를 그대로 돌려줍니다. 어떤 엔티티가 매칭됐는지는 `name`과 `groupId`로 식별하세요. `groupId`는 여러 기사에 걸쳐 같은 엔티티 커버가 반복되는지 확인하는 데도 쓸 수 있습니다.

#### 응답 예시: 무매칭

`GET https://api.ns3.ai/newscover?headline=The weather is nice today`

```json
{ "results": [] }
```

매칭된 엔티티가 없으면 배열이 비어 있습니다. (`q=`는 키워드별로 `matched: false` 항목을 명시적으로 반환하는 것과 다릅니다. 6장 참조.) 이 경우를 위한 자체 폴백 커버를 준비하세요.

***

### 6. 키워드 검색 API: `q=`

직접 추출한 키워드를 보냅니다.

```
GET https://api.ns3.ai/newscover?q={키워드1,키워드2,...}
GET https://api.ns3.ai/newscover?q={키워드1,키워드2,...}&mode=extended
```

**쿼리 규칙**

* **최대 4개 키워드**, 콤마로 구분. 5개 이상이면 **HTTP 400**.
* 키워드는 URL 인코딩하세요: 공백은 `%20`/`+`, `&`는 `%26`. 인코딩 안 된 공백은 요청이 실패하고, 인코딩 안 된 `&`는 쿼리가 조용히 잘립니다. *(팁: `bankofengland`처럼 공백 없는 형태로 보내면 인코딩 문제를 원천 회피합니다. `q=`에서 대소문자는 무시됩니다.)*
* `images`는 배열이며, 기본 모드에서는 랜덤 커버 1장이 담깁니다. 같은 키워드라도 호출마다 다른 이미지가 나올 수 있습니다.
* \*\*`mode=extended`\*\*를 붙이면 각 엔티티 그룹이 보유한 **모든 커버**가 `images` 배열에 담겨 반환됩니다.

**동일 엔티티 병합 & 백업 키워드.** 같은 엔티티로 귀결되는 키워드들은 하나의 결과로 병합되므로, 응답 항목 수가 보낸 키워드 수보다 적을 수 있습니다: 항상 `input`으로 매핑하세요. 이를 활용한 백업 키워드 패턴: 한 엔티티의 여러 표기를 함께 보내면(예: `?q=SamBankmanFried,BankmanFried,SBF`) 등록된 표기가 매칭되고, 결과는 하나만 반환되며, 같은 주제가 중복될 위험이 없습니다.

#### 응답 예시: 단일 키워드

`GET https://api.ns3.ai/newscover?q=bitcoin`

```json
{
  "results": [
    {
      "matched": true,
      "input": "bitcoin",
      "normalizedKeyword": "bitcoin",
      "name": "Bitcoin (BTC)",
      "category": "crypto",
      "images": [
        {
          "url": "https://assemble-ai-files.s3.amazonaws.com/7M28Twam3D...",
          "width": 1750,
          "height": 1000,
          "mimeType": "image/jpeg",
          "imageId": "7M28Twam3DhT4R4SVxjSgfFEfJGAqagAZZK8Sbu7RGmP",
          "groupId": "68c028423b04413d9f9679c2"
        }
      ]
    }
  ]
}
```

`results`는 키워드가 1개여도 항상 배열입니다.

#### 응답 예시: 무매칭

`GET https://api.ns3.ai/newscover?q=pemex`

```json
{
  "results": [
    {
      "matched": false,
      "input": "pemex",
      "normalizedKeyword": "pemex",
      "name": null,
      "category": null,
      "images": [],
      "message": "No matching image found"
    }
  ]
}
```

무매칭도 **HTTP 200**에 `matched: false`로 반환됩니다: 무매칭은 에러가 아닙니다. 일부 키워드만 매칭되면 매칭·무매칭 항목이 같은 배열에 함께 나옵니다.

**HTTP 상태 코드**

| 코드  | 의미                                                                                        |
| --- | ----------------------------------------------------------------------------------------- |
| 200 | 정상 조회 (무매칭 포함)                                                                            |
| 400 | 잘못된 요청. 예: 키워드 5개 이상: `{ "error": "Too many keywords. Maximum 4 keywords per request." }` |

***

### 7. 응답 필드 레퍼런스 (두 모드 공통)

| 필드                            | 타입             | 설명                                                                                                            |
| ----------------------------- | -------------- | ------------------------------------------------------------------------------------------------------------- |
| `results`                     | array          | 매칭 엔티티당 1개 항목. 항상 배열. `q=`는 무매칭 키워드도 `matched: false` 항목으로 포함, `headline=`은 매칭 엔티티만 반환(없으면 빈 배열)              |
| `results[].matched`           | boolean        | 매칭 여부                                                                                                         |
| `results[].input`             | string         | 입력에서 발견된 키워드/엔티티 표기                                                                                           |
| `results[].normalizedKeyword` | string         | 정규화형 (소문자화, 특수문자·공백 제거)                                                                                       |
| `results[].name`              | string \| null | 매칭된 엔티티의 표시 이름 (예: "Bitcoin (BTC)"). 무매칭이면 `null`                                                             |
| `results[].category`          | string \| null | 엔티티 카테고리 슬러그(소문자: `crypto`, `institutions`, `nations`, `currencies`, `commodities`, `people` 등). 무매칭이면 `null` |
| `results[].images`            | array          | 엔티티의 커버 이미지. 기본은 랜덤 1장, `mode=extended`면 그룹의 전체 이미지. 무매칭이면 빈 배열                                               |
| `results[].images[].url`      | string         | 이미지 URL (만료 없음. 단 이미지 교체·삭제 시 변경될 수 있음)                                                                       |
| `results[].images[].width`    | number         | 가로 픽셀                                                                                                         |
| `results[].images[].height`   | number         | 세로 픽셀                                                                                                         |
| `results[].images[].mimeType` | string         | 포맷 (`image/jpeg`, `image/png` 등)                                                                              |
| `results[].images[].imageId`  | string         | 고유 이미지 ID                                                                                                     |
| `results[].images[].groupId`  | string         | 엔티티 키워드 그룹 ID: 기사 간 엔티티 단위 중복 제거에 활용                                                                          |
| `results[].message`           | string         | 실패 사유 (`matched: false`일 때만 존재)                                                                               |

이미지는 원본 파일(**1750×1000**, 1.75:1)로 제공됩니다.

***

### 8. 매칭률 · 커버 구성 · 폴백

**매칭률**

* **`headline=`** 실제 뉴스에서 수집한 영어 헤드라인 **5,000건** 전건을 API에 직접 입력한 결과, \*\*약 89%\*\*의 헤드라인이 1개 이상의 커버를 반환했습니다.
* **`q=` (실제 뉴스 300건):** 키워드 수를 늘릴수록 매칭률이 상승합니다: 1개 79%, 2개 94%, 3개 98%, **4개 99%**. 기사 단위 커버 확보율은 \*\*95%\*\*입니다.

라이브러리는 지속 확장 중이므로 이 수치들은 계속 개선됩니다.

**커버 구성 전략**

동일 엔티티 키워드는 서버에서 병합되므로, 매칭된 두 결과는 항상 서로 다른 엔티티입니다: 분할 커버에 안전합니다.

| 구성     | 방법                                    |
| ------ | ------------------------------------- |
| 단일 이미지 | 반환된 이미지 1장을 풀 커버로 사용                  |
| 2분할 커버 | 두 엔티티의 이미지를 2패널 분할 커버로 배치 (X/트위터 스타일) |
| 적응형    | 2개 이상 매칭 시 앞의 2개로 분할 커버, 1개면 단일 커버    |

**폴백 규칙**

| 결과                                                  | 조치                    |
| --------------------------------------------------- | --------------------- |
| 무매칭 (`headline=` 빈 배열, 또는 `q=` 전체 `matched: false`) | 자체 폴백 커버 사용           |
| 1개 이상 매칭                                            | 매칭 이미지로 커버 구성: 폴백 불필요 |

**두 모드 공통 무매칭 판정:** `results`에서 `matched: true`인 항목이 0개면 무매칭으로 처리하세요. 이 판정은 `headline=`(빈 배열)과 `q=`(`matched: false` 항목 포함) 모두에서 동일하게 동작합니다.

**신뢰성 팁:** 기본 폴백 이미지를 준비하세요.

***

### 9. AI 툴(function calling)로 NewsCover 사용하기

외부 뉴스를 자체 AI로 재편집해 발행한다면, NewsCover를 그 AI의 툴로 등록하세요. 재작성 모델은 이미 기사의 엔티티를 파악하고 있습니다. **`headline=`을 쓰면 헤드라인을 그대로 넘기기만 하면 되므로** 키워드 추출 단계가 아예 없습니다.

**동작 순서**

1. 재작성 프롬프트에 툴을 등록합니다.
2. 재작성 중 AI가 툴을 1회 호출합니다: 헤드라인(`headline=`) 또는 핵심 엔티티(`q=`)를 전달.
3. 실제 API 호출은 사용자의 툴 핸들러 코드가 수행하고, 반환된 `url`을 출력(예: `coverImage` 필드)에 주입합니다.

**툴 정의 예시 (`headline=`, 권장)**

```json
{
  "name": "get_news_cover",
  "description": "Returns news cover images for the entities in a news headline. Pass the article's headline text as-is; the service extracts entities and returns one cover per entity.",
  "parameters": {
    "type": "object",
    "properties": {
      "headline": {
        "type": "string",
        "description": "The article headline in English, unchanged."
      }
    },
    "required": ["headline"]
  }
}
```

**툴 핸들러 예시**

```js
async function get_news_cover(headline) {
  const res = await fetch(
    'https://api.ns3.ai/newscover?headline=' + encodeURIComponent(headline)
  );
  return await res.json();
}
```

*(`q=`를 쓰려면 파라미터를 콤마 구분 `keywords`로 바꾸고 같은 방식으로 쿼리를 구성하면 됩니다.)*

**팁**

* `url`은 모델이 받아쓴 텍스트가 아니라 오케스트레이터 코드에서 툴 응답으로부터 직접 가져오세요 (URL이 긴 해시 문자열이라 모델 전사 오류 위험). 또는 모델은 `imageId`만 출력하게 하고 URL은 코드에서 주입하세요.
* 빈 응답 또는 `matched: false`일 때의 동작(기본 커버로 폴백 등)을 시스템 프롬프트에 정의하세요.
* 추가 비용은 기사당 툴 호출 1회입니다: 응답은 수백 토큰 수준으로, 전체 재작성 비용 대비 미미합니다.

***

### 10. 이미지 라이선스 & 품질 검수

이미지는 주로 위키미디어 공용(Wikimedia Commons)과 위키피디아에서 소싱되며, **퍼블릭 도메인 또는 개방형 라이선스** 저작물로 구성됩니다. **편집적 사용**(뉴스 보도에서 기업·자산·인물을 식별하는 용도)으로 제공됩니다.

* 사용자는 이 목적 안에서 게시·크롭·리사이즈·직접 참조(핫링크)가 허용됩니다.
* 뉴스 보도 외 사용(광고·머천다이즈), 제3자 재판매·재라이선스, 이미지 모음집 형태의 재배포는 허용되지 않습니다.

모든 이미지는 등록 전 다음 검사를 통과합니다:

* 개별 라이선스 검증 (퍼블릭 도메인 / 개방형 라이선스)
* 그리드 시스템 규격화 및 표준 커버 비율(1:1, 1.75:1, 1.91:1, 2.5:1) 최적화
* 배포 전 최종 사람 검수

**사용 조건**

* 커버 사용 시 NS3 출처 표기가 필요합니다. 표준 형식은 "NewsCover by NS3"이며, 표기 위치·형식은 NS3 팀과 협의해 조정할 수 있습니다.


# Introduction

Powered by Assemble AI

<figure><img src="/files/lMIX376hZeUJgWuTrUVf" alt=""><figcaption></figcaption></figure>

### Project Overview

NS3 is the news intelligence infrastructure for the crypto market. AI reads every article from 20+ trusted crypto and macro media in real time, classifies each by importance, generates structured analysis across six dimensions, and delivers everything in 16 languages. NS3's data is currently used by leading crypto platforms including Binance and CoinGecko, reaching tens of millions of market participants worldwide.

### Purpose of This White Paper

This white paper explains what NS3 is, how it works, and why it exists.

The crypto market generates hundreds of articles every day across dozens of media outlets. The problem is not a lack of information. The problem is separating signal from noise. Retail investors, institutions, and AI agents all face the same challenge: deciding what matters, what it means, and what to watch next.

NS3 solves this by reading every article, classifying its importance through a multi-stage AI pipeline, generating structured analysis (Summary, Key Point, Market Sentiment, Similar Past Cases, Ripple Effect, Opportunities & Risks), mapping related tokens, and delivering the result in 16 languages. The output is distributed as four data formats: real-time individual news, importance-ranked Top 10, 24-hour narrative briefing, and breaking headlines.

This white paper covers the technical architecture behind this pipeline, the classification and analysis methodology, the translation philosophy, market positioning, and the competitive landscape. It demonstrates why NS3 is positioned to become the default news intelligence source for institutions, AI agents, and investors in the crypto market.

Authors: Joshua Park, CEO of Assemble AI


# Problem definition

<figure><img src="/files/v7qt4EmF9cRe6mr9AA6z" alt=""><figcaption></figcaption></figure>

### Rapid Growth of the Cryptocurrency Market

The cryptocurrency market is being adopted globally, meaning new users with diverse economic, social, and cultural backgrounds are entering the market. This change is rapidly increasing the influence and market size of cryptocurrencies. However, this growth presents significant challenges for retail investors to accurately understand and make decisions due to information asymmetry and the market's rapid volatility.

### Information Asymmetry

One of the biggest problems in the cryptocurrency market is information asymmetry. This means the quantity and quality of information are unevenly distributed among market participants. Information asymmetry causes the following problems:

* **Information Overload:** The cryptocurrency market operates 24/7 globally, continuously generating new news and data. With thousands of news articles, analysis reports, and social media posts produced daily, it is practically impossible for retail investors to keep up.
* **Lack of Time and Resources:** Retail investors have limited time and resources for analysis compared to professional investors. They often have jobs or other daily obligations, making it difficult to quickly acquire and analyze all the latest information. The larger the volume of information, the greater the problem.
* **Regional and Language Differences:** Information asymmetry in the cryptocurrency market is exacerbated by regional and language differences, meaning the accessibility and understanding of information vary among market participants. Most latest news and information are primarily provided in English, and these language barriers lower understanding and accessibility, increasing the risk of missing or misinterpreting important information for global investors.

### High Market Volatility

The cryptocurrency market shows much higher volatility compared to traditional financial markets, caused by various factors, and is one of the main problems faced by investors.

* **Price Fluctuations:** Cryptocurrency prices can fluctuate sharply within a short period, posing significant risks to investors.
* **Unpredictability:** Market volatility makes it difficult for investors to predict future price changes, posing a significant obstacle to making strategic investment decisions.

### Limitations of Retail Investors

Retail investors lack market experience compared to professional investors and do not have easy access to advanced analytical tools and information, causing the following problems:

* **Lack of Analytical Ability:** Retail investors struggle to analyze vast amounts of data and make decisions based on it.
* **Limited Information Accessibility:** Retail investors have limited access to reliable information, negatively affecting their investment decisions.

### Limitations of Traditional Media

Traditional media is losing its competitiveness due to the typical business model, especially in the digital media environment.

* **Excessive Banner Ads:** Traditional media websites include so many banner ads that it becomes difficult to read articles. These ads distract readers and can cause them to miss important information.
* **Promotional Articles:** Traditional media often posts indiscriminate promotional articles, reducing their credibility. These articles confuse readers and can lead to incorrect judgments.
* **Biased News:** Sometimes, due to contributors' or media's interests, readers encounter biased news. This bias distorts facts and confuses readers based on interests.

### Conclusion

The rapid growth of the cryptocurrency market, along with issues of information asymmetry and high volatility, presents significant obstacles for retail investors in understanding and making decisions. Information asymmetry is exacerbated by information overload, lack of time and resources, and regional and language differences. Retail investors struggle to quickly acquire and analyze vast amounts of information and have difficulty accessing reliable information.

Additionally, the high volatility of the cryptocurrency market presents significant risks to investors due to rapid price fluctuations and unpredictability, making strategic investment decisions difficult. Retail investors lack market experience compared to professional investors and have limited access to advanced analytical tools, making it difficult to effectively respond to such volatility.

The limitations of traditional media also act as factors that hinder the reliability and accessibility of information. Excessive banner ads, indiscriminate promotional articles, and biased news distract readers and cause confusion, leading to incorrect judgments.

These issues are major factors that undermine the efficiency of the cryptocurrency market and weaken investors' trust. NS3.AI aims to solve these problems using artificial intelligence technology. \
\
NS3.AI's innovative approach will support investors in making wise decisions by resolving information asymmetry in the cryptocurrency market and providing solutions to effectively respond to high volatility. This will ultimately contribute to enhancing the transparency and efficiency of the cryptocurrency market.

<br>


# Solutions & Key Features

<figure><img src="/files/R0kzZqcAwbH9wfnBSjfA" alt=""><figcaption></figcaption></figure>

To address various issues such as the rapid growth of the cryptocurrency market, information asymmetry, high volatility, the limitations of retail investors, and the limitations of traditional media, NS3.AI provides the following solutions and key features:

### **1. Solving Information Overload & Lack of Time and Resources**

* **News Summary :** NS3.AI uses artificial intelligence to instantly collect and quickly analyze thousands of cases of news articles and analysis reports from major media. AI Agent summarizes the key content in an easily understandable language, helping investors to quickly and easily understand vast amounts of information.
* **Breaking News Detection** : It collects all news from the cryptocurrency market in real time and identifies important news based on AI learning to detect breaking news.
* **Customized News Feed :** A personalized news feed is provided to each investor according to their interests and investment strategies, allowing them to efficiently obtain the most important information.

### **2. Overcoming Regional and Language Differences**

* **Multilingual Support :** NS3.AI provides key summaries and insights in 12 languages without delay, allowing global investors to quickly obtain important information without language barriers. This improves information accessibility and reduces information asymmetry caused by language and regional differences.

### **3. Responding to High Volatility and Overcoming the Limitations of** Retail **Investors**

* **Market Predictions and Investment Strategies:** NS3.AI uses artificial intelligence inference capabilities to provide market predictions and investment strategies. By analyzing past data and current market trends, AI Agent offers predictions on future trend changes, supporting investors in making more strategic decisions.
* **Market Psychology Analysis:** Through sentiment analysis of news and social media posts, NS3.AI provides insights to understand market sentiment and respond to volatility. This helps investors understand the market atmosphere and respond appropriately.

### **4. Overcoming the Limitations of Traditional Media**

* **Ad-Free Environment:** NS3.AI provides an environment without banner ads, allowing users to focus on important information. This increases readers' concentration and enhances the reliability of information.
* **Fair Articles:** NS3.AI uses trained models to block indiscriminate promotional articles and provide fair and objective articles, helping investors obtain accurate information without confusion. The trained AI Agent is designed to be fact-based and always maintain a neutral stance without conflicts of interest.
* As shown below, NS3.AI identifies articles with conflicts of interest and alerts investors.

<figure><img src="/files/cETykVg6XqHVblFESoH7" alt=""><figcaption></figcaption></figure>

### **5. Key Features**

* **Fast Delivery of News:** It quickly gathers and provides market trends by collecting news as soon as it is produced by major media.
* **Easy Understanding of News:** artificial intelligence summarizes the key points of news in easily understandable terms.
* **News Analysis:** Trained artificial intelligence analyzes news and generates insights, which consist of key content, Market Psychology analysis, past case analysis & market predictions, ripple effect, and investment strategies. This helps investors make data-driven decisions.
* **Improved News Accessibility:** News feeds and insights are provided in 12 languages, improving news accessibility.
* **User-Customized Feed:** News feeds by media outlet, asset, and watchlist are provided, and full article search functionality is supported. In the mobile app environment, it supports user-customized push notifications.

### Conclusion

Through these various functions, NS3.AI effectively addresses the problems of the cryptocurrency market, providing investors with reliable information and analysis tools to support smarter decision-making. This will ultimately contribute to enhancing the efficiency and transparency of the cryptocurrency market.<br>


# Market Analysis

<figure><img src="/files/nyVgTyskpksR9VsC2mcU" alt=""><figcaption></figcaption></figure>

The cryptocurrency market is characterized by rapid growth and high volatility, making it difficult for retail investors to make quick and accurate decisions due to market issues. While AI has made innovations in many fields, it still lacks innovative products in the journalism sector. Current AI startups remain at the stage of news writing and summarization. NS3.AI aims to occupy a differentiated position in the journalism market and lead innovation by performing the following market analysis.

### Loss of Competitiveness of Traditional News Media

Traditional news media is still stuck in the past, mainly due to:

* **Ad-dependent Business Model:** Traditional news media rely mainly on banner ads and promotional articles. This business model distracts readers and leads to incorrect judgments. The overwhelming number of ads causes confusion, resulting in a decline in the credibility of traditional news media.
* **Decline in Reliability:** Promotional articles often lack objectivity, which can be perceived as unreliable information by readers. This issue weakens the competitiveness of traditional news media.
* **Biased News:** Sometimes, readers encounter biased news based on contributors' or media's interests. Biased news distorts facts and confuses readers based on interests. In contrast, trained AI Agent is designed to be fact-based and always maintain a neutral stance without conflicts of interest.

### Lack of AI Journalism

While artificial intelligence has made innovations in many fields, there is still a lack of innovative products in the journalism sector.

* **Early-stage AI Startups:** Currently, some startups use AI for news writing and summarization services, but none provide in-depth analysis and predictive capabilities. Investors want data-driven insights.
* **Lack of Journalism Innovation Projects:** Particularly in the crypto market, there are no journalism innovation projects, providing a new opportunity. NS3.AI can position itself as the first journalism innovation project in this market situation.

### Technical Difficulties and Barriers to Entry

AI-based journalism projects have the following technical difficulties and barriers to entry:

* **Model Training:** Training and optimizing high-performance AI models require advanced techniques such as large-scale data set collection, refinement, and data optimization.
* **Large-scale Data Set Collection and Processing:** The process of collecting and training on vast data from the cryptocurrency market is a significant challenge. This requires efficient data processing systems and sophisticated algorithms. Prior to the NS3.AI project, the Assemble AI team spent 11 years collecting large data sets, refining the data, and optimizing the data.
* **Prompt Design and Fine-tuning:** Optimized prompt design and AI model fine-tuning are highly complex tasks requiring high expertise, making it difficult for latecomers to follow.
* **Cost Issues:** Without optimized prompt design and fine-tuning and data processing capabilities, it becomes difficult to manage the operating costs of AI models, which ultimately results in passing costs onto users.

### Differentiated Revenue Model

NS3.AI plans to enhance its competitiveness in the market by introducing the following differentiated revenue model:

* **Creating an Ad-free Environment:** Prioritizing user experience by removing unnecessary ads and providing an environment focused on important information.
* **Rewarded advertising**: This is a system that encourages users to participate naturally without feeling aversion to advertising, as it is designed to reward users when they share a specific article or participate in a quiz, rather than indiscriminately displaying banner ads.

### Development of Proprietary Services and Cost Structure Improvement

NS3.AI plans to develop proprietary services that latecomers cannot easily replicate and improve its cost structure to secure a sustainable competitive advantage.

* **Unique Technological Advantage:** Provides differentiated value through advanced features such as deep news analysis, sentiment analysis, and market prediction based on trained AI Agent.
* **Efficient Cost Management:** Efficiently manages the costs of data processing and AI model operation to minimize user burden.
* **Continuous Technological Innovation:** Maintains a leading position in the market through continuous technological development and innovation.

### Similar AI Services

The companies providing similar services to NS3.AI in the cryptocurrency market are as follows.

<table data-full-width="false"><thead><tr><th width="118.80000000000001"></th><th width="150">Messari AI</th><th>Kaito AI</th><th width="147">0xscope AI (scope chat)</th><th>Assemble AI</th></tr></thead><tbody><tr><td><strong>AI</strong> Features</td><td>Real-time news, project news collection and summarization</td><td>Project summaries</td><td>Conversational AI responding to crypto-related questions</td><td>Real-time news summaries, news insights, news translation</td></tr><tr><td><h4>Characteristics</h4></td><td>AI Digest - Summarizes watchlist news, provides newsletters</td><td>Project summaries - AI summarizes latest project info (news, community updates, market data)</td><td><p>AI project analysis - Detailed reports and investment indices based on comprehensive project data (market, on-chain data, news, community updates)</p><p><br></p></td><td>AI insight - Using artificial intelligence inference capabilities, provide Market Psychology analysis, past case analysis and market predictions, market data, Ripple Effect, and investment strategies.</td></tr><tr><td><h4>Cost</h4></td><td>$99 / per month</td><td>$1,099 / per month</td><td>$19.8 / per month</td><td>Free</td></tr><tr><td><p></p><h4>Main Users</h4></td><td>Institutions, professional investors</td><td><p></p><p>Institutions, professional investors</p></td><td>All market participants</td><td>All market participants</td></tr><tr><td>Investors</td><td>Point72 Ventures (Steve Cohen), Coinbase Ventures, Alameda Research, Blockchain Ventures, Galaxy Digital, Gemini Frontier Fund, Kraken Ventures</td><td>Jane Street, Dragonfly, Sequoia, Startan, Mirana, Hashkey, Caradan, Folius Ventures</td><td>HashKey Capital, Redpoint China, OKX Ventures, GSR Markets, Amber Group, Antalpha, Main Quad Capital, Mask Network, Hash Global, XIN Family</td><td>DWF Labs</td></tr><tr><td>URL</td><td><a href="https://messari.io">https://messari.io</a></td><td><a href="https://kaito.ai">https://kaito.ai</a></td><td><a href="https://www.0xscope.com">https://www.0xscope.com</a></td><td><a href="https://stage.ns3.ai/">https://ns3.ai</a></td></tr></tbody></table>

Currently, 0xscope AI and NS3.AI are the only companies in the crypto market capable of using trained AI models' inference abilities to provide market predictions and investment strategies.

NS3.AI has significantly reduced AI model operating costs through optimized prompt design and data processing capabilities. Based on this, it uses OpenAI's latest model, OpenAI o3-mini, as its engine and can offer AI services to retail investors worldwide for free.

### Conclusion

The cryptocurrency market faces rapid growth and issues such as information asymmetry, high volatility, and the limitations of traditional media. NS3.AI aims to address these problems by leveraging AI technology to provide reliable information and introduce innovative journalism services. NS3.AI's unique technology and differentiated revenue model will strengthen its market competitiveness and contribute to improving the transparency and efficiency of the cryptocurrency market by providing better information to users.


# User Analysis

<figure><img src="/files/RrCQNEpwO6kTarDONtVL" alt=""><figcaption></figcaption></figure>

The market is sensitive to news, and all market participants pay close attention to it. News is an essential element of the market, and delivering it in an easily understandable way and providing data-based analysis can achieve revolutionize in journalism. Thus, all market participants are classified as potential users, and customized solutions are provided for them.

### Retail Investors

Retail investors are mainly individual investors with less market experience and limited access to advanced analytical tools and information. They have the following needs:

* **Quick Access to Information:** Retail investors want to quickly access reliable, up-to-date information. NS3.AI meets this need by collecting and rapidly providing information from various news sources.
* **Easy-to-Understand Summaries:** By providing simple and clear summaries of vast amounts of information, investors can quickly grasp important details. AI-based news summarization makes this possible.

### Professional Investors

Professional investors are mainly those who operate based on advanced analytical tools and extensive market experience. They require deeper analysis and detailed information.

* **Specialized breaking news**: We provide the latest breaking news on the cryptocurrency market, as well as breaking news on global macroeconomic trends and regulatory policies to meet the needs of professional investors.
* **Advanced Analytical Tools:** Professional investors need more sophisticated analytical tools and data. NS3.AI offers deep insights through market psychology analysis, past case analysis & market prediction, ripple effect, and investment strategy functions based on trained models.
* **Customized Information:** Provides tailored information on specific assets or media, allowing investors to use information according to their investment patterns.
* **Accuracy and Reliability:** Professional investors demand high-quality, reliable data. NS3.AI meets these needs by analyzing data collected from trustworthy sources.

### Crypto-related Companies

Crypto-related companies need to quickly grasp market trends and adjust strategies accordingly. They have the following needs:

* **Real-time Data:** Supports rapid response by providing the latest news and analysis collected in real-time. This helps companies quickly react to market changes and maintain a competitive edge.
* **Watchlist Feed:** Companies need to continuously track the external reputation of their own or competitors' projects. NS3.AI allows companies to add specific cryptocurrencies or projects to their watchlist and provides all related latest news in real-time, helping them not miss important changes or opportunities.

### Media and Journalists

Media and journalists need to quickly report on the rapidly changing crypto market. They have the following needs:

* **Market Monitoring:** Quickly grasp and monitor major news and trends to aid in writing press releases. NS3.AI supports journalists by summarizing and analyzing important news, allowing them to work efficiently.
* **Multilingual Support:** Provides news translated into various languages, enabling quick and effective information delivery to global readers.

### Conclusion

NS3.AI supports better decision-making by providing customized insights and data to all market participants, including retail investors, professional investors, institutional investors, crypto-related companies, and media and journalists. Through this, NS3.AI will occupy a leading position in the cryptocurrency market and contribute to achieving innovation in journalism.


# How it work

<figure><img src="/files/Ncx07Jc1odbaWPz2sIRy" alt=""><figcaption></figcaption></figure>

### 1. Data Collection & Preprocessing Framework

NS3.AI employs a systematic data acquisition framework to aggregate real-time, multidimensional data from the dynamic cryptocurrency market, enabling Large Language Models (LLMs) to generate insights based on the latest trends. Data is sourced from crypto exchanges, on-chain analytics firms, blockchain explorers, news media, forums, communities, and crypto intelligence agencies. Using Natural Language Processing (NLP) techniques and TF-IDF analysis, raw data is refined into a structured format, ensuring seamless integration into NS3.AI’s AI-driven analytical engine.

<figure><img src="/files/aJjjqt3aWHAo7UX0CDJt" alt=""><figcaption></figcaption></figure>

### 2. AI-Powered Data Search Engine

NS3.AI's AI-driven data search engine leverages advanced Natural Language Processing (NLP) techniques to extract key features from news content, initiating a dynamic polling mechanism to identify optimal data sources. This process involves comprehensive querying and analysis of various data types, including natural language and time-series data, to derive the most relevant insights. Additionally, an augmentation framework enhances data coverage, addressing cognitive gaps that Large Language Models (LLMs) may not inherently recognize.

<figure><img src="/files/3XFwuzi5Rl0CbB4urVpU" alt=""><figcaption></figcaption></figure>

### 3. AI-Driven Insight Generation

NS3.AI leverages the inference capabilities of trained AI models to deliver highly customized market analyses. These insights encompass news summarization, market psychology, historical case studies, investment strategies, ripple effect assessments, and comprehensive market analysis. By integrating real-time market dynamics, NS3.AI optimizes its insights to enhance strategic decision-making in the highly complex cryptocurrency landscape.

<figure><img src="/files/E2iGQaSSzqHuUtHKh4eS" alt=""><figcaption></figcaption></figure>

### 4. Continuous Learning & Model Optimization

NS3.AI ensures rapid adaptation to market fluctuations through continuous training and real-time data integration. The system undergoes regular performance evaluations, refining model accuracy and efficiency via ongoing optimization tasks, including reassessing data source reliability. This intelligent iterative learning framework enables NS3.AI to deliver adaptive, high-precision insights, ensuring that its analytics evolve in response to dynamic cryptocurrency market conditions.

<figure><img src="/files/tFRM0lKrkKs8PKUw1fEe" alt=""><figcaption></figcaption></figure>

### 5. OpenAI o3-mini Integration in NS3.AI

NS3.AI leverages OpenAI’s latest Reasoning model, OpenAI o3-mini, Reasoning models, like OpenAI o3-mini, are new large language models trained with reinforcement learning to perform complex reasoning. Reasoning models think before they answer, producing a long internal chain of thought before responding to the user. Reasoning models excel in complex problem solving, coding, scientific reasoning, and multi-step planning for agentic workflows. Check out the benchmarks of OpenAI o3-mini [here](https://openai.com/index/openai-o3-mini/)

<figure><img src="/files/q6jESXfzzgPEEhDmX1ID" alt=""><figcaption></figcaption></figure>

### Conclusion

The operating principles of NS3.AI utilize OpenAI o3-mini as the core engine, encompassing stages of large-scale data set collection and preprocessing, AI data search engine, insight generation, and continuous learning and model optimization to provide insights to crypto market participants. In the complex and dynamic crypto market, NS3.AI breaks down information barriers and enhances the quality of decision-making for users by delivering the latest information and in-depth insights.

The core of this system is the real-time collection and analysis of reliable data by trained AI Agent. Continuous model optimization and user experience improvements ensure the sustainable development of the AI Agent, enhancing the future of the crypto market.&#x20;

NS3.AI’s unique operation allows it to adapt to market changes and consistently offer valuable insights and services to all market participants. This ultimately improves information accessibility, and transparency, and enables more informed and effective decision-making in the cryptocurrency market.


# Use Cases

<figure><img src="/files/C1iKxUl1mpRNpgZIdJD9" alt=""><figcaption></figcaption></figure>

This section explores how NS3.AI is utilized across different scenarios, demonstrating its key features and benefits for various user groups. Each use case illustrates how NS3.AI resolves market challenges and aids investors in making informed decisions.

### **Case 1**

**News Analysis Related to Ethereum ETFs**

Headline: Ethereum Rallies 5% To $3,300, Are ETFs Coming This Week?

{% embed url="<https://www.benzinga.com/markets/cryptocurrency/24/07/39775177/ethereum-rallies-5-to-3-300-are-etfs-coming-this-week>" %}

**Key Content**

Ethereum's price has surged to $3,360, marking a 5.5% increase in the past 24 hours, driven by market optimism regarding the approval of eight spot Ethereum ETFs. According to industry experts, including Nate Geraci, the launch of these ETFs is imminent and could attract up to $10 billion in new inflows. Major issuers such as VanEck and 21Shares have updated their registrations in anticipation of final approval from the SEC. Such a launch could propel Ethereum's price to new all-time highs by the end of the year.

**Sentiments of the Article**

Positive: The article expresses a bullish sentiment on Ethereum, highlighting the price surge and the anticipated approval of multiple ETFs, which are expected to drive significant market inflows and further increase the price.

**Past & Future**

Past: Historically, the approval of ETFs has often led to significant price increases for underlying assets due to elevated market interest and inflows. For example, the introduction of Bitcoin futures ETFs saw considerable initial price spikes. Future: Given the historical context, the approval of ETH ETFs is likely to result in short-term price surges. Long-term price stability might depend on broader adoption and institutional interest.

**Ripple Effect**

The approval and launch of multiple ETH ETFs will likely have a cascading effect across the cryptocurrency market, boosting investor confidence and potentially leading to increased investment in other digital assets. This could also set a precedent for other crypto-based financial products, accelerating regulatory clarity and adoption.

**Investment Strategy**

Considering the bullish outlook, it would be prudent to cautiously enter long positions in Ethereum, anticipating short-term gains from the ETF launch. Following a professional investor approach, diversify investments to mitigate risks, monitor regulatory updates, and set stop-loss limits to protect capital. Long-term investors should focus on the potential for Ethereum's continued growth as an institutional asset.

### Case 2

**News analysis related to macroeconomics**

Headline : Federal Reserve’s Jerome Powell changes his strategy for cutting rates

{% embed url="<https://www.cryptopolitan.com/fed-powell-changes-strategy-cutting-rates/>" %}

**Key Content**

Federal Reserve Chair Jerome Powell has declared a change in the central bank's strategy regarding interest rate cuts. Speaking at the Economic Club of Washington D.C., Powell noted that the Fed will not wait for inflation to drop to the 2% target before reducing rates. He highlighted that monetary policies have delayed impacts, suggesting that waiting too long could push inflation below the desired level. Instead, the Fed will seek stronger assurances that inflation is on track to reach the 2% target, buoyed by recent positive inflation data, including a favorable consumer price index for June. However, Powell clarified that imminent rate cuts are not forthcoming.

**Sentiments of the Article**

Neutral to Positive: The article presents a cautiously optimistic outlook by reporting recent positive inflation data and Powell's confidence in achieving the 2% inflation goal without overshooting. This is balanced by the assurance that immediate rate cuts are not anticipated, suggesting a stable yet cautious economic outlook.

**Past & Future**

Past: Historically, shifts in monetary policy strategies by the Federal Reserve, such as rate adjustments, have had significant impacts on financial markets, including cryptocurrencies. For instance, during the COVID-19 pandemic, near-zero interest rates significantly boosted the crypto market as investors sought higher returns. Future: If the current strategy yields the anticipated moderation in inflation, we might not see a dramatic shift in interest rates soon. This steady approach could maintain market stability. However, if positive inflation data continues, potential rate cuts could occur sooner, positively impacting asset prices, including cryptocurrencies.

**Ripple Effect**

Powell's announcement is likely to instill a sense of cautious optimism in various markets. For the cryptocurrency sector, where Bitcoin has already seen a rise to $64,000, this news might sustain the current rally or at least prevent a decline due to heightened economic stability. Investors in traditional markets might also feel assured of a balanced approach by the Fed, reducing volatility.

**Investment Strategy**

Given the current economic sentiment and Powell's strategy, a prudent investment strategy would be to wait for further positive inflation data and clearer signals from the Federal Reserve. For cryptocurrency investors, the recent rise in Bitcoin suggests ongoing bullish momentum, but cautious allocations and profit-taking on new highs can mitigate risks. Monitoring the Fed's announcements will be crucial for timely investment decisions.

### Case 3

#### News analysis related to regulations

Headline : Circle, USD Coin (USDC) is the first stablecoin to comply with MiCA regulation

{% embed url="<https://en.cryptonomist.ch/2024/07/01/circle-usd-coin-usdc-is-the-first-stablecoin-to-comply-with-mica-regulation/>" %}

**Key Content**

Circle has successfully ensured that USD Coin (USDC) is the first stablecoin to comply with the new European MiCA regulation. This sets a significant precedent as Circle received approval from the French electronic money institution, EME, establishing the full legality and compliance of USD Coin in Europe. The new MiCA regulation, effective from June 30, provides clear rules and classifications for digital assets and separates issuers of 'asset-referenced tokens' from 'e-money tokens'. Circle's proactive approach places it ahead of competitors like Tether, which do not currently comply with these stringent regulations.

**Sentiments of the Article**

Positive: The article highlights a milestone achievement for Circle and USDC, suggesting a strong competitive edge and increased market credibility. The positive sentiment is reinforced by the emphasis on regulatory compliance and the broad acceptance and potential growth this compliance implies for the company and the stablecoin sector.

**Past & Future**

Past: Historically, regulatory compliance in the cryptocurrency space has been met with both caution and incremental adoption. Similar past instances include the early compliance moves by major financial entities that eventually set industry standards. Future: In the future, USDC’s compliance could drive other stablecoin issuers to hasten their compliance efforts with MiCA, leading to a more regulated and trustworthy ecosystem in the European digital finance sector. This could also drive innovation and development of more euro-backed stablecoins to better compete within the European market.

**Ripple Effect**

USD Coin's compliance with MiCA could set a benchmark for other stablecoins and cryptocurrencies aiming to enter or establish a stronger presence in the European market. This move could also lead to stricter adherence to regulatory standards and broader acceptance of crypto assets in traditional financial institutions across the EU.

**Investment Strategy**

Long-term Hold: Given the strategic compliance with MiCA and the increasing focus on regulatory adherence, USDC is positioned well within the European market. Professional investors who have consistently made profits often look for assets that not only offer growth potential but also comply with regulatory standards to avoid unforeseen legal and operational issues.

### Case 4

#### News analysis related to expert opinions

Headline : Bullish Solana Forecast, Expert Sees SOL Reaching 50% Of ETH’s Market Cap This Cycle

{% embed url="<https://www.newsbtc.com/news/solana/bullish-solana-forecast-expert-sees-sol-reaching-50-of-eths-market-cap-this-cycle/>" %}

**Key Content**

Solana (SOL), currently the fifth largest cryptocurrency, recently reached above the $150 mark, rebounding sharply in line with the broader market rally. Daniel Cheung, co-founder of Syncracy Capital, attributes this resurgence to patterns he sees resembling those from 2021, a year when SOL reached its all-time high of $259. Cheung believes that the most substantial returns for SOL may lie ahead, particularly in the latter half of the year. He also suggests that Solana could capture up to 50% of Ethereum's market capitalization this cycle, potentially driven by Solana’s strong on-chain activity, accessibility to retail investors, and prospective favorable regulatory developments, including a Solana ETF.

**Sentiments of the Article**

Positive: The article carries an optimistic tone towards Solana’s future, buoyed by expert analysis and favorable comparisons to past performance that may suggest significant future gains.

**Past & Future**

Past: In past cycles, notably in 2021, Solana exhibited similarly strong performance, achieving substantial price increases from lower bases, driven by increased on-chain activity and broader market rallies. Future: If Solana follows a similar trajectory to 2021, and if the anticipated ETF and regulatory developments materialize, SOL could potentially see substantial price appreciation, possibly reaching new all-time highs.

**Ripple Effect**

A surge in Solana’s price and market cap could have widespread implications, potentially boosting the overall cryptocurrency market sentiment. Increased activity and investment in Solana might lead to greater interest in other Layer 1 blockchains and altcoins.

**Investment Strategy**

Given the optimistic outlook provided by experts, a strategy may involve accumulating SOL during price dips and holding for the medium-to-long term to capitalize on predicted gains. Investors should remain vigilant of regulatory updates and ETF approvals, which could act as significant price catalysts.

### Case 5

#### News analysis related to bad news

Headline : Mt. Gox Doomsday Scenario Involves Bitcoin Cash, Not Bitcoin, Analyst

{% embed url="<https://www.coindesk.com/markets/2024/07/04/mt-gox-doomsday-scenario-involves-bitcoin-cash-not-bitcoin-analyst/>" %}

**Key Content**

The main focus of the article is the analysis provided by Peter Chung from Presto Labs regarding the impact of Mt. Gox's upcoming redemptions on Bitcoin Cash (BCH) and Bitcoin (BTC). According to Chung, approximately $73 million in BCH will be returned to former Mt. Gox customers, which constitutes over 20% of BCH's daily trading volume. This significant influx of BCH into the market could lead to considerable selling pressure, adversely impacting its price. In contrast, the return of approximately $9.5 billion in BTC is unlikely to have a similar impact on Bitcoin due to the current creditors' strong holding positions, who are likely Bitcoin bulls.

**Sentiments of the Article**

The overall sentiment of the article can be classified as cautiously negative towards BCH and neutral towards BTC. The potential substantial selling pressure on BCH is a cause for concern, while the outlook for BTC remains stable given the context provided by Chung.

**Past & Future**

Past: Historically, significant redemptions or releases of tokens have often led to short-term price declines due to increased selling pressure. For instance, previous large-scale releases of certain altcoins resulted in temporary price drops until the market absorbed the additional supply. Future: Expect BCH's price to potentially decline as the market adjusts to the influx from Mt. Gox redemptions. However, BTC's price is likely to remain resilient due to the strong hands of its current holders. Investors should monitor both cryptocurrencies closely as the redemption process unfolds.

**Ripple Effect**

The expected ripple effect is a bearish sentiment towards BCH, which could spread to other lesser altcoins due to panic selling or reduced confidence. BTC, on the other hand, may see a neutral to positive sentiment if it remains unaffected as expected. BCH's volatility could also present arbitrage opportunities for traders.

**Investment Strategy**

Based on the article, a prudent investment strategy would involve a cautious approach towards BCH. Investors may consider shorting BCH or hedging their BCH positions against possible declines. Conversely, BTC could be seen as a safer bet in this context, attracting long-term holders. Professional investors might employ market-neutral strategies such as pairing long BTC perpetuals with short BCH perpetuals to mitigate risks while potentially profiting from the expected market movements.

### Case 6

#### News analysis related to meme assets

Headline : Memecoins have an important role to play in crypto

{% embed url="<https://cointelegraph.com/news/meme-coins-play-important-role-in-crypto>" %}

**Key Content**

The article discusses the surprising growth and role of meme coins within the cryptocurrency market in 2024. Meme coins like Dogecoin (DOGE) and Shiba Inu (SHIB) illustrate notable success stories, transforming small investments into large gains. In 2024, the meme coin market is highlighted as one of the fastest-growing sectors, with top-performing meme coins providing average returns of over 1,300%. Traders have leveraged social media and community engagement to drive demand and increase value. The article also examines the sharp contrast between traditional finance and the decentralized, rapidly adaptive nature of meme coins. While traditional financial institutions are burdened by slow, bureaucratic processes, meme coins thrive on innovation and community-driven market dynamics. The recent success of meme coins like Hamster Kombat and MAGA tokens spotlight their potential and ongoing popularity.

**Sentiments of the Article**

Neutral: The article provides an objective analysis of meme coins, acknowledging their spectacular growth and potential, while also highlighting the significant risks involved. It does not overly promote or criticize the trend but presents it as a noteworthy development in the crypto space.

**Past & Future**

Past: Historically, meme coins have often been viewed as fleeting novelties with little substantive value. However, the turn of events in the last few years and the positive returns for some have merited a reconsideration of their potential. Specifically, Dogecoin and Shiba Inu have achieved substantial market capitalization and mainstream recognition. Future: The future of meme coins lies in their ability to demonstrate practical use cases and maintain the community and investor enthusiasm that has driven their initial successes. Without sustained momentum and inherent value, meme coins could face significant volatility and risk. Investors should remain cautious and research-driven, weighing the potential for high rewards against the likelihood of equally high risks.

**Ripple Effect**

Meme coins have introduced a new segment to the cryptocurrency market that thrives on hype, community engagement, and speculative investments. This could lead to increased scrutiny and regulation as traditional financial systems attempt to understand and adapt to these rapid changes. The influence of celebrities on market dynamics also suggests a potential for manipulation, which can affect investor confidence. Overall, the success of meme coins could encourage traditional financial institutions to innovate and adapt more quickly.

**Investment Strategy**

Long-Term Perspective: Investors should balance their portfolios by integrating meme coins with established cryptocurrencies and traditional assets. Given the high volatility associated with meme coins, a cautious and diversified approach is advisable. Investors should stay informed about market trends, community activities, and regulatory developments. It is also important to set clear entry and exit points to manage risks effectively. Professional investors often allocate a small portion of their capital to high-risk assets like meme coins to potentially benefit from their explosive growth while safeguarding the majority of their investment in more stable assets.


# Tokenomics

<figure><img src="/files/mlnCvWgnsZRaPKGtNBTI" alt=""><figcaption></figcaption></figure>

### Token Information

* Token Name: ASSEMBLE (ASM)
* Blockchain Network: Base, Ethereum (ERC-20)
* Contract Address

{% hint style="success" %}
Base

0x3b53604113B5677291BFc0bc255379E7a796559b

[BaseScan](https://basescan.org/token/0x3b53604113B5677291BFc0bc255379E7a796559b)
{% endhint %}

{% hint style="success" %}
Ethereum (ERC-20)

0x2565ae0385659badcada1031db704442e1b69982

[EtherScan](https://etherscan.io/token/0x2565ae0385659badcada1031db704442e1b69982)
{% endhint %}

{% embed url="<https://coinmarketcap.com/currencies/assemble-protocol/>" %}

### Token Utility

ASM Token is the core utility asset within the NS3 ecosystem, enabling a seamless reward and incentive structure that enhances user engagement, news distribution. Beyond being a simple utility token, ASM plays a crucial role in driving user participation and creating an interactive learning environment through news-sharing and quizzes.

#### **1. Rewards for Sharing News**

NS3 incentivizes users to share important crypto news, ensuring wider reach and engagement. When new users access and participate in news-related activities via shared links, ASM token rewards are distributed to both the referrer and the new participant.

**How It Works:**

1. Users share news through referral links.
2. New users access the news and participate in quizzes via the shared link.
3. Both the sharer and the new participant earn ASM token rewards.

**Key Benefits:**

* Organic Growth & User Expansion: The referral-based sharing system helps AI Agent growth naturally.
* Increased User Engagement: Incentives encourage continuous participation and engagement with the NS3.

#### **2. Rewards for Quiz Participation**

NS3 goes beyond just delivering news by offering an interactive learning experience through quizzes. This encourages users to stay informed and actively engage with market trends.

**How It Works:**

1. AI agents analyze real-time cryptocurrency news to identify important news.
2. Quizzes are generated based on important news.
3. Users who correctly answer these quizzes earn ASM token rewards.

**Key Benefits:**

* Better Understanding of Market News:  Users don’t just consume news but actively engage with it, improving retention and comprehension.
* Incentivized Learning:  By rewarding participation, NS3 encourages users to stay informed and continue using the platform.

#### **3. News** Boosting **via ASM**

Crypto-related Companies allocate significant budgets each year to publish PR news and build brand credibility through media channels.&#x20;

With NS3.AI’s News Boosting, Crypto-related companies can increase participation and reach by paying ASM tokens to boost their news articles.&#x20;

Payments are made only when users actively engage by sharing the news or participating in quizzes, ensuring higher visibility, engagement, and cost-effective results.

**How It Works:**

1. Companies pay ASM tokens to fund a reward pool for their news articles.
2. Once the reward pool is created, the AI agent ​​generates a quiz.
3. Users earn ASM rewards by sharing company news or participating in quizzes.

**Key Benefits:**

* For Companies:
  * Performance-Based PR Spending: Payments occur only when users engage, ensuring efficient budget allocation.
  * Enhanced Credibility & Trust: News gains authentic exposure through organic sharing and user-driven interactions.
  * Measurable ROI: Unlike traditional PR, engagement and performance can be quantified and optimized.
* For Users:
  * Earn Rewards While Engaging with News: Instead of passively consuming content, users actively participate and earn rewards.

#### **4. Conclusion**

ASM Token plays a fundamental role in connecting news sharing, learning, and PR activities within the NS3.

* Rewards for Active Participation: Users earn ASM tokens for sharing news or engaging with quizzes.
* Driving Ecosystem Growth: Organic referrals and incentives encourage long-term user retention.
* News Boosting: Crypto companies can use ASM to increase visibility and engagement of their news.

ASM Token is more than just a transactional asset, it is a key driver in the evolution of Web3 journalism, transforming how users interact with news, learn, and brand PR within the NS3 ecosystem.

### Token Allocation&#x20;

<figure><img src="/files/R9OThFJ6kICa9y8umwRe" alt="Allocation"><figcaption><p>Allocation</p></figcaption></figure>

<table><thead><tr><th width="169.81817626953125">Distribution </th><th width="84.27264404296875">Supply</th><th>Vesting</th></tr></thead><tbody><tr><td>Community Reward</td><td>500M</td><td>vesting every month for five years</td></tr><tr><td>AI infra Development</td><td>600M</td><td>vesting every month for five years</td></tr><tr><td>Investor</td><td>150M</td><td>After a one-year lock-up, monthly vesting for four years</td></tr><tr><td>Reserve</td><td>150M</td><td>vesting every month for five years</td></tr><tr><td>Team/Advisors</td><td>100M</td><td>After a one-year lock-up, monthly vesting for four years</td></tr><tr><td>ERC-20</td><td>1.5B</td><td>Already in circulation</td></tr><tr><td><mark style="color:yellow;">Total</mark></td><td><mark style="color:yellow;">3B</mark></td><td></td></tr></tbody></table>

Community Reward

* Incentivizes news sharing and quiz participation with ASM token rewards
* Remaining tokens after Community Rewards are paid will be reverted to Reserve
* Distributed gradually over 5 years via monthly vesting

AI Infra Development

* Ongoing support for the AI agent(NS3).
* Funding for data processing and model upgrades, also vested monthly over 5 years.

Investor

* Attracts strategic investors to ensure long-term project growth.
* 1-year lockup, followed by monthly vesting over 4 years.

Reserve

* Maintained for growth initiatives and emergencies.
* May be used for additional exchange listings, marketing, ecosystem expansion, and strategic partnerships.
* Distributed gradually over 5 years via monthly vesting.

Team/Advisors

* Rewards core team members and advisors with long-term incentives
* 1-year lockup, followed by monthly vesting over 4 years

ERC-20

* The ERC-20 based ASM was distributed from 2020–2024. Current tokenomics now focus on the Base chain.

### Unlock Schedule

<figure><img src="/files/Uxi0CWhhYFVEppJpZQKW" alt="Unlock Schedule"><figcaption><p>Unlock Schedule</p></figcaption></figure>

Unlock detail: [https://coinmarketcap.com/currencies/assemble-protocol](https://coinmarketcap.com/currencies/assemble-protocol/)


# Roadmap

<figure><img src="/files/ATFUegWmIksr3tgPuQPF" alt=""><figcaption></figcaption></figure>

### 2026

#### H1

* [x] **NS3 2.0 Launch (**~~**February**~~ → **March)**\
  A major release focused on UX improvements and a global performance upgrade delivering faster loading and a smoother, more reliable experience for users in Europe and Asia beyond the U.S.-optimized NS3 1.0 foundation.
* [ ] **Point-to-$ASM Swap System Launch (**&#x53;cheduled for the second half of the yea&#x72;**)**\
  Introducing a core exchange feature that connects reward points to $ASM utility.\
  Includes security and policy guardrails to protect users and ensure operational safety.
* [x] **Security & Anti-Fraud Enhancements**\
  Strengthening defenses against reward abuse, multi-account activity, and bot traffic, while improving overall operational resilience.
* [x] **B2B News API 2.0 Launch**\
  Upgrading institutional-grade news data delivery with an expanded data structure and easier integration.
* [x] **AI Model & Search Model Upgrades (including GPT-5.2 adoption)**\
  Improving summary/analysis quality and boosting news search accuracy.
* [x] **News Data Pipeline Expansion**\
  Expanding coverage of major global sources (Bloomberg, Reuters, Fortune, Forbes).

***

#### H2

* [ ] **Advanced Source Reliability Scoring**\
  Enhancing trust-based content exposure using signals such as correction history, accuracy, and breaking-news lead time.
* [ ] **Stronger Quality Gates for News Analysis**\
  Reinforcing evidence-based analysis by preventing missing numbers/dates/sources and reducing over-speculation or hallucinations.
* [ ] **Personalization & Filtering Upgrades**\
  Delivering more relevant feeds and smarter notifications based on user interests (assets/sectors), with reduced noise and higher relevance.
* [ ] **Breaking News System Enhancements**\
  Faster updates, less duplication, and a better breaking-news experience designed to reduce notification fatigue.
* [ ] **Distribution Channel Upgrades**\
  Optimizing global distribution and formatting across X, Telegram, Binance Square, and other channels.
* [ ] **Expanded News Data Partnerships**\
  Broadening collaboration to strengthen data coverage, and distribution.
* [ ] **ASM-Based PR News System Launch**\
  Launching a performance-based PR solution powered by participatory reward mechanics, enabling projects to run outcome-driven campaigns.
* [ ] **Bitcoin Insights Feature Launch**\
  Introducing a new insights module that structures Bitcoin-related signals and key developments into a clearer, more actionable format.

***

### 2025

#### First Half of the Year

* [x] Launch of $ASM Rewards System for News Sharing
* [x] Launch of $ASM Rewards System for Quiz Participation
* [x] Launch of News Flash Feature
* [x] Launch of Today’s Summary Feature
* [x] Introduction of New Tokenomics
* [x] ~~Integration of GPT-o1 Model~~ (Change to OpenAI o3 Model Integration)
* [x] Enhancement of Application Security through AWS WAF Integration
* [x] Logo Redesign and Brand Refresh

#### Second Half of the Year

* [ ] ~~Launch of Point-to-$ASM Swap System~~ <mark style="color:blue;">(Release date changed to the first half of 2026)</mark>
* [ ] ~~Launch of $ASM-based News Boosting System~~ <mark style="color:blue;">(Release date changed to the second half of 2026)</mark>
* [ ] ~~Launch of $BTC Insight Feature~~ <mark style="color:blue;">(Release date changed to the second half of 2026)</mark>
* [x] Expansion of External News Data Partnerships
* [x] Enhancements to News Data API and RSS Services
* [x] Upgrades to News Search Engine Functionality
* [x] ~~Launch of Desktop Application~~ (Change to Base Mini App Launch)

***

### 2024

#### 4Q

* [x] ~~Preparation for GPT-5 Integration~~ (Change to GPT-o1 Model Integration)
* [x] Design a token compensation system for sharing articles
* [x] Development of news APIs for partnerships
* [x] Voice Model Training
* [x] Vision Model Training
* [x] New Crypto Dataset Collection & Learning
* [x] Model Fine-Tuning Based on Insight Quality Evaluation (Multilingual)
* [x] Official Version Release (web, mobile app)
* [x] Improvement Requirements Based on User Feedback from the Official Version

#### 3Q

* [x] Image Generation Model Training (DALL·E 3)
* [x] New Crypto Dataset Collection & Learning
* [x] Model Fine-Tuning Based on Insight Quality Evaluation

#### 2Q

* [x] Whitepaper Publication
* [x] Official Website Launch
* [x] Beta Version Release
* [x] Improvement Requirements Based on Beta Test Performance Evaluation
* [x] Model Fine-Tuning Based on Insight Quality Evaluation

#### 1Q

* [x] Project Detailed Data Learning
* [x] Market Data Learning
* [x] Investment Strategy & Trading Data Learning
* [x] News, Community, and Column Data Learning
* [x] On-Chain Data Learning
* [x] Alpha Version Development
* [x] Improvement Requirements Based on Alpha Test Performance Evaluation
* [x] Model Fine-Tuning Based on Insight Quality Evaluation
* [x] Beta Version Development

***

### 2023

#### 4Q

* [x] Development of Project Detailed Data Crawling Engine
* [x] Development of Market Data Crawling Engine
* [x] Development of Investment Strategy & Trading Data Crawling Engine
* [x] Development of News, Community, and Column Crawling Engine
* [x] Development of On-Chain Data Crawling Engine
* [x] Design of Data Refinement Algorithm

#### 3Q

* [x] Generative artificial intelligence Market Analysis
* [x] Journalism Market Analysis
* [x] AI News Agent Concept Design
* [x] Initial Tech Stack Selection and System Architecture Design
* [x] Prototype Design


# Risk Disclosure Framework

<figure><img src="/files/hIKHqRe14UoO99nzzSQP" alt=""><figcaption></figcaption></figure>

<br>

> **Note:** This document defines the risk identification, management, and disclosure standards operated by Assemble AI in connection with the ASM token and the NS3 platform. It is intended to support exchange compliance review, community transparency, and the issuer's fiduciary obligations.

### 1. Overview

Assemble AI operates an internal standard framework to proactively identify and manage risks across the ASM token ecosystem and to minimize information asymmetry among exchanges, users, and the community.

The framework is designed to fulfill both the fiduciary duties of a token issuer and the cooperation obligations toward listing exchanges. It moves beyond a simple enumeration of risks and adopts a lifecycle structure spanning **identification → assessment → escalation → disclosure → post-incident review**.

### 2. Risk Taxonomy

Risks associated with the ASM token and the NS3 business are classified and managed under the following five categories. Each category defines specific risk items and the operational controls applied to them.

#### 2.1 Operational Risk

Risks affecting the continuity of the NS3 platform and business operations.

| Risk Item                                    | Control                                                                   |
| -------------------------------------------- | ------------------------------------------------------------------------- |
| News pipeline failure                        | Multi-source data redundancy and automated failover                       |
| Multilingual translation quality degradation | 16-language quality monitoring and user feedback loop                     |
| System overload and downtime                 | Scalable cloud-based infrastructure and regular stress testing            |
| Data accuracy and reliability                | Cross-validation across multiple sources and algorithmic integrity checks |

#### 2.2 Market Risk

Risks related to the token market and liquidity conditions.

| Risk Item                     | Control                                                                |
| ----------------------------- | ---------------------------------------------------------------------- |
| Price volatility              | Market-maker operating standards and periodic review                   |
| Insufficient liquidity        | Multi-exchange pair operation and diversification of MM counterparties |
| Circulating supply changes    | Pre-disclosure of vesting schedules and on-chain verifiability         |
| Funding and operating capital | Diversified funding options, cost optimization, and reserve management |

#### 2.3 Regulatory Risk

Risks arising from changes in the regulatory environment and compliance obligations across relevant jurisdictions.

| Risk Item                                  | Control                                                                                        |
| ------------------------------------------ | ---------------------------------------------------------------------------------------------- |
| Changes in licensing requirements          | Continuous monitoring of regulatory trends and acquisition of necessary licenses               |
| Delayed response to regulatory change      | Legal advisory structure and flexible business model design                                    |
| AML/CFT non-compliance                     | Designated compliance officer and regular AML/CFT training                                     |
| Failure to monitor suspicious transactions | Structured transaction monitoring workflow and immediate response protocol                     |
| Exposure to sanctioned entities            | Ongoing updates against OFAC, UN, and EU sanctions lists and high-risk customer identification |

#### 2.4 Technical and Security Risk

Risks related to technical infrastructure and information security.

| Risk Item                            | Control                                                                                                        |
| ------------------------------------ | -------------------------------------------------------------------------------------------------------------- |
| Smart contract vulnerabilities       | Periodic external audits and an active bug bounty program                                                      |
| Infrastructure intrusion and hacking | Penetration testing, security audits, and layered defense architecture                                         |
| Key management (Treasury, multisig)  | Multisig and cold wallet operation; use of verified institutional-grade custody                                |
| User data exposure                   | Application of current encryption standards and compliance with applicable data protection laws including GDPR |
| Phishing and social engineering      | Standardized secure communication channels and periodic employee security training                             |

#### 2.5 Counterparty Risk

Risks related to external partners and service providers.

| Risk Item                                 | Control                                                                      |
| ----------------------------------------- | ---------------------------------------------------------------------------- |
| Changes in major data supply partnerships | Codified partnership SLAs and backup supply arrangements                     |
| Exchange and custody counterparties       | Counterparty diversification and periodic credit and operational risk review |
| External auditors and legal advisors      | Multiple advisory relationships and conflict-of-interest review              |

> **Warning** Each risk is assessed on an **Impact (High/Medium/Low) × Likelihood** matrix. Any item rated High-High automatically enters the Tier 3 escalation procedure or above.

### 3. Escalation Structure

A four-tier internal escalation structure is operated, with clearly defined responsibilities and service level agreements at each tier.

| Tier       | Responsible Party                 | Role                                                 | SLA                        |
| ---------- | --------------------------------- | ---------------------------------------------------- | -------------------------- |
| **Tier 1** | Operations Team (24/7 monitoring) | Initial detection, classification, and logging       | Within 1 hour of detection |
| **Tier 2** | Department Lead                   | Impact analysis and response planning                | Within 4 hours             |
| **Tier 3** | C-Level (CEO / CTO / CCO)         | Material event determination and disclosure approval | Within 12 hours            |
| **Tier 4** | Board and External Disclosure     | Official disclosure and exchange notification        | Within 24 hours            |

#### 3.1 Material Event Criteria

Any event meeting one or more of the following criteria automatically enters Tier 3 escalation or above.

* Events affecting the structure of the token economy
* Decisions involving a change of 5% or more in circulating supply
* Listing, delisting, or trading pair changes on major exchanges
* Formal inquiry or investigation initiated by a regulatory authority
* Security incidents (hacking, key compromise, contract exploit, large-scale phishing campaigns)
* Identification of suspicious transactions under AML/CFT review or exposure to sanctioned parties
* Changes in key executive personnel
* Material changes to the business model

### 4. Disclosure Channels

Channels are operated differentially based on the nature and urgency of the event.

| Channel                          | Purpose                                     | Operating Principle                     |
| -------------------------------- | ------------------------------------------- | --------------------------------------- |
| **X (Twitter)**                  | Immediate first-line disclosure             | Breaking events disclosed within 1 hour |
| **CMC Community**                | Formal periodic and ad-hoc updates          | Standardized format, English baseline   |
| **Official Website Docs**        | Detailed analysis and post-mortem reporting | Within 72 hours after event resolution  |
| **Direct Exchange Notification** | Pre-disclosure of material events           | Official email with C-Level signature   |

#### 4.1 Layered Disclosure Principle

To avoid single-channel dependency, the same information is distributed in three sequential layers with a consistent message.

* **Layer 1 (Immediate)**: Fact-only disclosure immediately following event detection. Primary channel: X.
* **Layer 2 (Summary)**: Summary of impact scope, ongoing status, and expected timeline. Primary channel: CMC Community.
* **Layer 3 (Detailed)**: Root cause analysis, remediation, and post-mortem. Primary channel: Official Website Docs.

#### 4.2 Exchange Pre-Notification Principle

Events meeting the Material Event Criteria are **notified to exchange compliance contacts prior to public disclosure**. Notification is delivered via official email signed by a C-Level executive, with a minimum interval of 30 minutes between pre-notification and public disclosure.

### 5. Design Principles

The framework is built on the following operating principles.

#### 5.1 Speed over Completeness in First Disclosure

First-layer disclosure prioritizes speed over completeness. Only verified facts are released concisely, with further detail provided in subsequent layers. Information vacuums invite speculation; partial but prompt disclosure is more effective in preserving market trust.

#### 5.2 Channel Redundancy

Single-channel dependency exposes disclosure to reach failure, censorship, and platform policy changes. The same information is distributed through at least two independent channels.

#### 5.3 Standardized Format

All disclosures follow a predefined format covering event overview, scope of impact, response measures, and forward timeline. Standardization improves the review efficiency of exchange compliance teams and minimizes interpretive errors within the community.

#### 5.4 Pre-Disclosure Consultation for Material Decisions

Material decisions, such as changes to the token economy, are accompanied by a minimum 72-hour consultation window. This mitigates the trust erosion that may arise from unilateral decisions.

#### 5.5 Continuous Update Until Resolution

Periodic updates are maintained at intervals of no longer than 24 hours until the event is resolved. Silence is treated as equivalent to a disclosure obligation breach.

#### 5.6 Separation of Routine and Incident Reporting

Routine operational reporting and ad-hoc incident reporting are separated by channel, format, and approval procedure. Conflation of the two undermines readability and credibility.

#### 5.7 Continuous Education and Awareness

The effectiveness of the framework depends on the awareness of personnel and the community. Regular training programs are operated in the areas of information security, regulatory compliance, and transaction monitoring, and adherence to internal security checklists is reviewed quarterly.

### 6. Commitments to Exchange Partners

Assemble AI provides the following assurances to exchange partners.

1. **Material Event Pre-Notification**: Exchanges are notified prior to public disclosure through an official channel signed by a C-Level executive.
2. **Continuous Updates**: Updates are provided regularly throughout the lifecycle of an event so that no information asymmetry persists between resolution and public disclosure.
3. **Response SLA Compliance**: Additional information requests from exchanges are addressed within 24 business hours, with direct C-Level engagement available when required.
4. **Periodic Operational Reporting**: Quarterly operational reports are delivered to designated exchange points of contact so that the risk posture of the ASM token remains visible at all times, not only during incidents.
5. **AML/CFT Cooperation**: Inquiries from exchanges regarding suspicious transactions or sanctioned-party exposure are addressed immediately through the designated compliance officer.

### 7. Continuous Improvement

This framework is maintained as part of an ongoing operating cycle rather than as a static document.

* **Quarterly Review**: The risk assessment matrix is recalibrated by category each quarter.
* **Incident-Driven Revision**: Findings from every Material Event post-mortem are incorporated into the framework.
* **Ad-Hoc Revision for Regulatory Change**: Material changes in relevant jurisdictions trigger immediate revision.
* **Community Feedback Integration**: Feedback collected through the CMC Community and X channels is incorporated into the quarterly review cycle.

> **Success:** This framework is subject to quarterly review and may be amended on an ad-hoc basis in response to material regulatory developments or changes in the operating environment.


# Vision

<figure><img src="/files/E0d32dKKrQjkcV4z0Zng" alt=""><figcaption></figcaption></figure>

The ultimate goal of NS3.AI is to establish a leading position in the cryptocurrency journalism field. To achieve this, NS3.AI provides quick and easy comprehension of market trends and uses artificial intelligence inference capabilities to analyze market trends, helping market participants make data-driven decisions.

To accomplish these goals, NS3.AI has set the following specific objectives:

### Address Information Asymmetry

One of the main issues in the cryptocurrency market is information asymmetry. NS3.AI helps retail investors quickly and easily understand and accurately analyze the information they need to make the right decisions. This allows retail investors to access the same level of information as professional investors.

### Provide Advanced Analysis and Predictions

NS3.AI leverages artificial intelligence's inference capabilities to develop advanced analytical tools and predictive models, helping users accurately understand market trends and predict the future. This enables investors to make better decisions and effectively respond to market volatility.

### Enhance Global Accessibility

NS3.AI offers multilingual support, enabling global investors to access the latest information without language barriers. News translated into over 12 languages ensures that investors from various regional backgrounds can quickly obtain the same information. More languages will be added in the future to benefit a broader range of users.

### Provide Personalized User Experience

Customized news feeds and real-time alert systems provide information tailored to each investor's interests and needs. This allows users to quickly grasp the most important news and data for them and make informed decisions based on it.

### Build a Differentiated Revenue Model

NS3.AI offers an ad-free environment and an interface that allows users to focus on reading articles, providing the best user experience. Additionally, it builds a differentiated revenue model utilizing informative and targeted advertising and token economy, creating sustainable revenue without compromising user experience.

### Develop Proprietary Technology

NS3.AI continually innovates to develop unique services that latecomers cannot easily replicate. By training high-performance AI models, collecting and refining large-scale datasets, designing optimized prompts, and fine-tuning models, NS3.AI secures a competitive edge. This ensures the best services for users at all times.

### Lead the Market and Increase Recognition

NS3.AI aims to establish a leading position in the cryptocurrency journalism field and increase global recognition. It actively conducts marketing and promotional activities to build a global community. We aim to grow into a global crypto journal.

### Contribute to Education and Public Good

NS3.AI enhances understanding of the cryptocurrency market and educates retail investors to improve their investment capabilities. This helps investors participate in the market more safely and efficiently, contributing to the healthy development of the overall market.

### Conclusion

The goal of NS3.AI is to lead innovation in the cryptocurrency journalism field and provide reliable information to investors to support more informed decisions. Through these objectives, NS3.AI will contribute to improving transparency and efficiency in the cryptocurrency market.<br>


# Conclusion

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### Project Overview

**NS3.AI is an AI Agent designed to revolutionize web3 journalism.**

The goal of this AI Agent is to quickly and easily understand market trends and analyze these trends using AI inference capabilities to help market participants make data-driven decisions.

### Project Value and Potential

NS3.AI will play a crucial role in solving issues in the cryptocurrency market and enhancing transparency. Trained AI Agent quickly extracts and analyzes vast datasets, enabling investors to make rapid, informed decisions. Additionally, a user-friendly interface and multilingual support allow global investors to use the service regardless of language or region.

### Appeal

Due to the complexity and rapid changes in the cryptocurrency market, quick and accurate information is vital. NS3.AI is designed to meet this need. Through the white paper, we emphasize the technical reliability, market necessity, future growth potential, and goals of the project. We appeal to market participants to engage and support this project for its long-term value and vision.

### Future Prospects and Expected Effects

The development of NS3.AI is aligned with the growth of the cryptocurrency market. As the market grows, NS3.AI will analyze more data and provide more sophisticated insights. This will enable market participants to make data-driven decisions, thereby improving the overall efficiency and transparency of the market.

### Conclusion

We believe this project will bring positive changes to the cryptocurrency market and provide valuable results to all market participants.


# Disclaimer

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### Disclaimer

Please read the following carefully. The following applies to everyone who reads this whitepaper. The NS3.AI whitepaper (hereinafter "whitepaper") is written and provided as-is at the time of writing, and any content included may be changed or updated at the discretion of the Assemble AI team. There is no guarantee that any content of this whitepaper will remain unchanged in the future.

If there is any doubt about the contents of this whitepaper, consult with an accountant, lawyer, or other professionals before making a purchase.

The purpose of this whitepaper is to provide summarized information and an introduction to NS3.AI, including the NS3.AI platform, which is under preparation by the Assemble AI team. This whitepaper is not legally binding on NS3.AI or the Assemble AI team, and none of the statements in the whitepaper constitute subscriptions, purchase offers, investment proposals, or investment inducements.

All information and analysis in this whitepaper should not be considered as a basis for investment decisions, nor does it constitute any investment advice or proposals. Any forward-looking statements or data in this whitepaper can change for any reason and may not be accurate. There is no guarantee or promise regarding their content.

The Assemble AI team, including its directors, agents, employees, contractors, and sales partners, shall not be liable for any direct or indirect damages of any kind arising from the information contained in this document, including: (1) the accuracy and completeness of the contractual content according to the whitepaper; (2) errors or omissions in the whitepaper; (3) inability to access the whitepaper for unspecified reasons; (4) any other damages arising from the use or non-use of the whitepaper. Additionally, the Assemble AI team is not liable for any of the following arising from decisions made using the information contained in this document, even if warned in advance or if such damage was foreseeable: (1) monetary damages, including profits, revenue, liabilities, and any other form of financial loss; (2) losses of income, sales, capital, liabilities, or any other business-related financial loss; (3) loss or damage of data; (4) incidental or special damages; (5) wasted or lost management time; (6) indirect or consequential damages.

The content of the ongoing NS3.AI project and the content of this whitepaper may change due to market changes, technological developments, and changes in ICO or token regulations. However, the Assemble AI team is not obligated to inform or report to readers about events, platforms, future plans, estimates, or changes within the margin of error stated in this whitepaper.

The information on legal, tax, regulatory, financial, and accounting matters in this whitepaper does not constitute advice. The purchase of ASM tokens may result in material losses for purchasers, including the material assets paid for the purchase of ASM tokens. Before purchasing ASM tokens, purchasers are advised to consult experts in tax, regulation, finance, and law about the potential risks, returns, and consequences of ASM token transactions.

It is the sole responsibility of the ASM token purchaser to determine whether the acquisition and disposal of ASM tokens in their legal jurisdiction may result in income tax or other legal implications, including foreign exchange regulations.

The publication and distribution of this whitepaper are prohibited in countries where such actions are forbidden. The information in this whitepaper has not been reviewed or approved by any regulatory authority, and any actions violating the law have no effect on the Assemble AI team. The publication and distribution of this whitepaper do not guarantee that all regulatory requirements of the country in which it is issued have been met.

The official materials about NS3.AI are this whitepaper, which is written in English. This whitepaper may be translated into other languages and used for verbal or written communication with prospective and existing purchasers, during which some information may be misunderstood, misinterpreted, or lost. Therefore, the accuracy of such alternative communications cannot be guaranteed. In the event of such inaccuracies, the information in this official whitepaper written in English shall take precedence.

All contents of the whitepaper are protected by copyright. You may download or print individual sections of the whitepaper only for personal use or other proprietary notices. Without the prior written permission of the Assemble AI team, the whitepaper may not be wholly or partially reproduced, electronically copied, or used for public or commercial purposes.

### Investment Risks

The Assemble AI team warns purchasers about various types of risks, including the potential for losses equivalent to the purchase price of ASM tokens. The accuracy of the risk or uncertainty information written below is not guaranteed. Purchasers are considered to have agreed to recognize the risk that ASM tokens are bought and held without any form of guarantee.

**Blockchain Risk:** Transactions may be delayed or invalidated due to blockchain system congestion. The smart contracts responsible for issuing and distributing ASM tokens are based on Ethereum blockchain technology. The Ethereum protocol may have weaknesses and vulnerabilities, and various bugs, including those causing ASM tokens to be lost, may occur. Such Ethereum blockchain issues may cause material damage to the Assemble AI team and ASM token purchasers.

**Personal Information Risk:** The user's personal information is required for the distribution and control of ASM tokens in the purchaser's electronic wallet. If personal information is leaked, the ASM tokens in the purchaser's electronic wallet may be exposed. Moreover, a third party may access the purchaser's electronic wallet and steal ASM tokens due to personal information leakage.

**Security Risk:** Like all other cryptocurrencies, Ethereum is vulnerable to mining attacks such as ‘double-spending attacks’ or ’51% attacks.’ Hackers or other malicious groups may attack the Assemble AI team or ASM tokens using such methods, and successful blockchain attacks could significantly impact ASM token transactions and the tokens themselves.

**Electronic Wallet Compatibility Risk:** To purchase or store ASM tokens, you must use an electronic wallet that is technically compatible with ASM tokens. If you use a different wallet, you may not be able to access the ASM tokens you have purchased.

**Force Majeure Risk:** NS3.AI is still under development, and the Assemble AI team will strive to develop and maintain NS3.AI as written in the whitepaper. However, various changes in legal, design, technical, and administrative regulations, among other reasons, may occur in the details. The Assemble AI team is exempt from liability for any damage to ASM token value, loss, or liquidity caused by force majeure factors such as changes in regulatory frameworks or required licenses and taxation policies, the emergence of platforms or open sources that negatively affect the Assemble AI team or ASM, market disinterest, and other similar circumstances.