Changelog

The next major leap. Model 3 brings everything we learned from 709 predictions and the Model 2 alpha into a production-grade system — faster, smarter, and more accurate.

• Next-generation scoring engine with expanded signal coverage
• Enhanced agent architecture with deeper market understanding
• Broader stock universe and multi-timeframe predictions
• Performance improvements across all prediction horizons
• New features based on alpha user feedback

Our next-generation prediction model is live in alpha. Built on 709 verified outcomes from Model 1, with enhanced scoring, deeper signal processing, and improved institutional agent architecture.

• Enhanced Auravestia Scorer v2 with deeper market signals
• Improved institutional agent architecture (8 agents redesigned)
• Expanded stock coverage beyond Model 1's 226 symbols
• Real-time data integration
• Advanced multi-LLM reasoning
• Confidence scoring calibrated against Model 1 miss patterns

Auravestia platform launched in private alpha with full scoring, Sidekick AI assistant, Deep Intelligence Suite, and institutional-grade analysis.

• Auravestia Score — full AI stock scoring pipeline
• Sidekick AI — conversational stock research assistant
• Deep Intelligence Suite — comprehensive analysis reports
• Quick Deep Research — rapid AI-powered research
• User dashboard with subscription management
• Dark mode + responsive design across all views

First-generation prediction model deployed for validation. Ran 709 predictions across 226 stocks over 7-day, 14-day, and 30-day horizons with verified market outcomes.

• 709 total predictions — 640 successful, 69 missed
• 90.3% overall accuracy across all timeframes
• 6 data agents + 8 institutional agents in parallel
• Multi-LLM orchestration (Claude + GPT-4o + o1-preview)
• 7-day (91.1%), 14-day (89.6%), 30-day (89.8%) accuracy
• 49-prediction consecutive win streak achieved

Built the foundation — database schema, market data ingestion, agent framework, and LLM orchestration layer.

• MySQL database with 16+ stock data tables
• Massive API integration for real-time market data
• BaseAgent framework for pluggable agent development
• Agent result caching (24h) with AuravestiaAgentCache
• JWT authentication + subscription system
• Alembic migration pipeline

Initial project scaffolding — FastAPI backend, Next.js 15 frontend, database models, and core API structure.

• FastAPI backend with SQLAlchemy 2.0
• Next.js 15 App Router frontend with TypeScript
• Zustand state management + Tailwind CSS
• User registration, login, and admin flows
• API router with v1 versioning