# Roadmap
### 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 (**~~**February**~~ → ~~**March**~~ → **April)**\
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~~ (Release date changed to the first half of 2026)
* [ ] ~~Launch of $ASM-based News Boosting System~~ (Release date changed to the second half of 2026)
* [ ] ~~Launch of $BTC Insight Feature~~ (Release date changed to the second half of 2026)
* [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
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