Articles Β· August 2026

Articles

Deep dives into how the system actually works β€” written by the developer, grounded in the code.


Latest

How the Bot Reads Charts: From Candles to Conviction

The full pipeline from raw market data to a reasoned trading decision β€” 999 candles, 50+ Numba indicators, a 1080p chart image, and an LLM that has to defend its call.

Vector Memory: How an LLM Trader Remembers Its Mistakes

Every closed trade becomes a 768-dimensional vector in ChromaDB. Before each decision, the bot reviews its own history β€” and a math check separates luck from skill.

From Paper to Real Money: Why the Executor Is a Separate Service

Reasoning and order execution are deliberately decoupled. Why that matters for safety, and how the system is being carried from simulated capital to live exchange orders.

The Full 7-Month Development Story

The complete engineering journey β€” from stateless prompt experiments in a WrocΕ‚aw warehouse to a 1,270-test cognitive trading engine.

See the system in action: the live dashboard streams every decision, prompt, and reasoning step in real time.

πŸ“Š Live DashboardπŸ™ GitHub Repository