- Rule-based heuristic debate first; LLM escalation only on close calls (cost-aware)
- Multi-market (Solana DEX, pump.fun, forex, and equities) with slippage + retry logic
- 15s trade loop with 4-layer position protection running live on a VPS
Flash Trader is a real-money autonomous trading system built around a signature pattern: every candidate trade is argued by a bull and a bear, then ruled on by a judge. Cheap rule-based heuristics handle the obvious calls; only genuinely close decisions escalate to an LLM, which keeps cost and latency in check.
Architecture
- Signal pipeline aggregates social sentiment, whale-wallet monitoring, news, and technical indicators into a single scoring system.
- Execution layer integrates Jupiter, PumpPortal, and broker APIs across crypto, forex, and stocks, with slippage protection, retries, and orphan recovery.
- Fast Lane handles newly graduated Solana tokens with trailing stops and automated position management.
- Live dashboard tracks positions, P&L, and sentiment in real time.
Deployed on a Hetzner VPS under PM2 with Nginx and a hardened firewall. The same debate engine has since been packaged as a reusable SDK.