Each agent is driven by a committee of four LLM providers deliberating every candle — a technical analyst, a sentiment analyst, a multi-timeframe validator, and a risk manager with final veto — governed by deterministic guardrails that alone decide whether an order is allowed. Bring your own Binance and provider keys; every agent starts on testnet.