How the Agent Works

A five-layer autonomous system that monitors markets, scores stocks, and manages a dual-thesis portfolio around the agentic AI revolution.

1

Data Ingestion

Every day, the agent pulls news and market data from multiple sources, filtering for agentic AI-specific signals: autonomous agents, job displacement, GPU infrastructure, compute demand, AI platforms, and disruption indicators.

NewsAPI Google News RSS RSS Feeds SEC EDGAR yfinance
2

Scoring Engine

Claude AI batch-scores all 70 watchlist stocks on a 0–100 conviction scale with sector-specific context. For bull-thesis stocks, higher scores mean stronger evidence of agentic AI tailwinds. For bear-thesis stocks, higher scores mean stronger evidence of disruption. Each score includes reasoning and is stored historically to track sentiment trends.

3

Dual-Strategy Portfolio

The agent manages two parallel strategies from the same conviction scores:

Autopilot Strategy Active

Long-only, $50B+ market cap, 10–20 positions. Bull-thesis stocks only. Managed via the Autopilot platform.

Internal Strategy Research

10-20 positions allocated purely by conviction score. No fixed long/short split — highest conviction wins. Full watchlist eligible including all market caps.

Short Preview Q3 2026

Bear-thesis stocks are scored and tracked now. Short positions activate once the platform supports short selling.

  • Monthly rebalance: Recalculates all position sizes via quadratic conviction curve.
  • Daily monitor: Watches for 20+ point score swings. Urgent signals queue for immediate review.
4

Audit Trail

Every decision is logged: the triggering article, score before and after, recommended action, and approval status. This public site shows holdings, agent activity, and score history — full transparency.

5

Human Approval

The agent recommends — the human decides. Every trade recommendation surfaces as an approve/reject decision.

Phase 1 (Current)
Human approves all trades. Agent generates rebalance plans for review.
Phase 2 (Planned)
Approved trades execute automatically through the Autopilot platform.

Technology

Claude AI
Scoring engine
Python
Core runtime
APScheduler
Job orchestration
SQLite
Data persistence
Flask
Web framework
NewsAPI
Financial news
Google News
RSS aggregation
SEC EDGAR
Regulatory filings
yfinance
Market data

Current Status

70
Stocks on Watchlist
Long-Only
Current Mode
Q3 2026
Short Selling Enabled

Disclaimer

This is an experimental, AI-managed thematic fund. It is not registered as an investment adviser or broker-dealer. Nothing on this site constitutes financial advice. Past performance does not guarantee future results. The AI agent's recommendations are based on news sentiment analysis and may not reflect fundamental company valuations.