A distributed swarm of 300 agents running on GPT-6 Astra integrated with the open-source TradingView API achieved a Sharpe ratio of 2.84, managing portfolio drawdown via dynamic Kelly criterion sizing…
📊 Swarm Topology: 300 distributed Astra instances consume real-time PineScript telemetry with sub-5ms decision latency.
⚖️ Deterministic Kelly Guardrails: Sizing formula strictly bounds single-asset portfolio exposure to prevent catastrophic tail-risk drawdowns.
Inference Core: GPT-6 Astra Quant Stack
Swarm Size: 300 parallel agent nodes
Sharpe Ratio: 2.84 across 12-month backtest
Telemetry Gateway: WebSocket TradingView Stream
A distributed swarm of 300 agents running on GPT-6 Astra integrated with the open-source TradingView API achieved a Sharpe ratio of 2.84, managing portfolio drawdown via dynamic Kelly criterion sizing.
Empowers algorithmic engineers to deploy zero-cost real-time telemetry streams directly into LLM agent reasoning loops.
Regulatory frameworks and infrastructure readiness remain critical.
By 2028, autonomous agent swarms will dominate liquidity provision across retail and decentralized venues.