Dan Goetz VOL. 2026 · №156 · JUN 5, 2026

PROJECT №51 / ACTIVE

AI Trading Platform.

An adversarial AI system that researches, trades, and critiques itself.

DETAILS
I originally built this as a fun way to demonstrate the features and functions of Grafana with a faux trading app (it still is). This application is an autonomous portfolio management system designed to replace traditional managed brokerage accounts with a self-directed, AI-augmented alternative. The design is grounded in research showing that large language models excel as research analysts, selecting and ranking securities, rather than as autonomous high-frequency traders. The engine pairs systematic quantitative screening with AI-driven fundamental analysis, uses an adversarial two-AI architecture (one model proposes trades, another critiques them), scores positions across multiple conviction dimensions, manages risk through automated circuit breakers and tax-aware execution, and runs nested feedback loops so the system continuously evaluates and adapts its own strategy. The goal: institutional-grade portfolio management at a fraction of the typical advisory fee.