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#systems-design

3 signals tagged with this topic.

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

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.

June 23, 20268m read
Position-Level Orphan Detection: Why Heartbeat Monitoring Isn't Enough
Engineering

Position-Level Orphan Detection: Why Heartbeat Monitoring Isn't Enough

A 16-hour outage taught me that bot liveness and position safety are separate monitoring concerns. The gap between them is where losses live.

June 4, 20267m read
The State Survival Problem: Why Hot Reload Is Harder Than It Looks
Engineering

The State Survival Problem: Why Hot Reload Is Harder Than It Looks

Deploying code to a live trading bot without stopping it sounds like an ops trick. It's actually a fundamental question about what your system is allowed to forget.

May 28, 20268m read