agents

A log check flagged 16 of 31 Claude Code turns that ended on a failing test. None ended on a false claim; it missed the one that did. Why, and 3 rules to try.

My insurer wouldn't renew over the roof's age. How I used AI, mostly Claude, to replace the policy within 45 days, pick a roofer and close two permits.

I'm testing whether my agent operator's rules and tools work better as a shared kit in project sessions: why it's worth trying and what the trial must show.

I applied Jon McNeill's five-step Algorithm to six recurring Command jobs. The strongest opened 31 remediation pull requests in 30 days, and 29 merged.

I had the 38 unattended jobs in my operator's registry declare a setpoint, sensor, error signal and actuator. Sixteen aren't loops; only two close the loop.

How I use local Codex and Claude Code session logs to recover decisions, resume unfinished work, watch active tasks, and turn patterns into handoffs.

I built Karpathy's LLM wiki pattern into Command: 134 provenance-tagged pages, a gate that blocks fabricated quotes, and a human-gated publish step.

The key design decisions in Command, my Claude Code operator: a free deterministic watcher, per-repo config it writes, and a success criterion on every fix.

Coding agents read prose design specs as ground truth, and specs drift. chat-arch's CI guard checks each palette row as a claim; here's what it catches.

Two patterns from Anthropic's harness research: why agents can't grade their own work, and when to prune harness complexity as models improve.

Subagents, skills, CLAUDE.md orchestration, headless runs and state management for Claude Code multi-agent systems, with 50 claims checked against the docs.

How I built ShopForge, an AI agent with three-tier memory, Bayesian confidence scoring and skill evolution, and what 10 days running an Etsy shop taught me.