🚀 ATLAS Agents — Launching Next Week

The platform built on top of this repo is launching next week.

Three ways to use it:

1. Copy ATLAS — trade alongside the autoresearch system in this repo. Live signals, auto-execution, full transparency. Up 30% since launch.

2. Build your own — describe a strategy in plain English, backtest on 18 months of real data, deploy live.

3. Marketplace — publish your agent, earn when others copy it.

SIMONS is already live on Kalshi prediction markets. 60% win rate.

As a thank you for all the feedback, ideas, and support that helped shape this project — we're giving the GitHub community 20% off. Forever, not just the first month.

→ atlasagents.co Use code GITHUB20 at checkout. First 100 only.

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ATLAS

ATLAS is an AI-native hedge fund system with a live execution loop, scoring, and prompt evolution.

Autoresearch

Autoresearch is the legacy prompt-improvement loop. It scores agent output, adjusts weights, and rewrites prompts when a worse version is detected.

Core files:

• agents/autonomous_loop.py
• agents/autoresearch_program.md
• agents/scorecard.py
• data/state/autoresearch_results.tsv

Darwin v3

Darwin v3 is the standalone gene-pool and rewrite-planning layer added beside the live loop.

Entry point:

• darwin_v3/runtime.py

Runs inside:

• agents/execution_loop.py

Key outputs:

• data/state/judge_daily.json
• data/state/janus_daily.json
• data/state/decisions_v2.json
• data/state/decisions_v3.json

Gene pool:

• darwin_v3/gene_pool.db

GRAHAM

GRAHAM is the OTC net-net screener and diligence engine. It sources SEC-filing OTC companies, calculates NCAV, applies liquidity and shell-company filters, ranks candidates trading below 0.67x NCAV, and writes weekly diligence outputs.

Entry points:

• python3 graham/run.py --mode test
• python3 graham/run.py --mode status
• python3 graham/run.py --mode full

Outputs:

• graham/output/screener_{date}.json
• graham/output/portfolio_candidates_{date}.md
• graham/output/memos/{ticker}_{date}.md

Terminal:

• /api/graham
• F8 INTEL panel, GRAHAM NET-NET SCREEN section