Re-tuning an AI coding agent for a new model release Re-tuning an AI coding agent for a new model release

Re-tuning my Claude Code setup for a new Opus model

TL;DR A new Opus model shipped, so I sat down to re-tune the agent harness I drive it with — the CLAUDE.md files, skills, hooks, and settings that shape every session. The surprising part: the most valuable changes weren’t trimming prompts for the smarter model. They were wiring the agent into infrastructure I already run — offloading bulk work to a local LLM (≈$0), a live homelab statusline, session tracing for an “action audit,” and a goal-drift monitor that uses the local model as judge. I also learned not to trust the new model’s own suggestions about what to cut. It wanted to delete load-bearing guardrails. ...

May 28, 2026 · 9 min · zolty
Coordinating parallel Claude Code sessions Coordinating parallel Claude Code sessions

Three Claude tabs kept clobbering each other. So I built a guard.

TL;DR I run 3-5 parallel Claude Code sessions against the same homelab. One tab mid-refactor, one tab doing docs, one tab chasing a bug. They don’t know about each other, so every so often one tab “tidies up” a file another tab is actively editing — and Claude, being a dutiful little overwriter, just clobbers the work. I built a small Go binary that hooks into SessionStart / SessionEnd / PreToolUse, tracks file claims on disk, and injects a warning straight into the LLM’s context window when it’s about to step on another session’s toes. Optional Slack mirror so I can watch the timeline from my phone. MIT, single binary, no runtime deps. Repo: github.com/zolty-mat/claude-session-guard. ...

April 18, 2026 · 10 min · zolty

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