this is f**king insane GPT-6 Astra is the best model I've tested for building multi-agent trading systems. I just built five .md files you can drop into any LLM to turn it into a multi-agent trading desk with an Astra brain. Here's the full architecture: / architecture.md - 300 parallel agents across 7 sources: equity books, perps, Polymarket, options flow, SEC Form 4, X sentiment, macro calendar / reasoning-pipeline.md - hypothesis → backtest → validation, with 3 programmatic gates. Sharpe > 1.5, drawdown < 15%, or the candidate gets killed / agent_loops.md - the 4 self-improving loops: signal quality, hypothesis refinement, code repair, live performance / risk.md - the independent Risk Bot. 5% drawdown closes everything. 2% NAV position cap. Deterministic code, no LLM, cannot be overridden / build_path.md -the 3-phase system path from paper trading to live these five .md turn your setup from 1 solo agent into a 300-agent research and trading graph. read all five .md today, then read the full article on building a multi-agent trading desk with Astra below ↓