#feedback-loops

Building Self-Calibrating Community AI Systems: From Broadcast Bots to Engagement Engines

A one-way Discord bot is just a scheduled task with a personality. Here's how six agents learned to read the room — and why community feedback is the most underrated training signal in production AI.

Six AI agents posting into a Discord isn't a community. It's a press release machine. Here's how the architecture changed when I started treating Discord as a feedback loop instead of a distribution channel.

Alpha Journal: Engineering a Self-Improving Trading Signal System

Most trading systems treat signal calibration as a launch event. Alpha Journal treats it as a continuous closed loop — and that distinction is worth more than any single signal.