tkwong

Parameter Tuning — Productivity skill for Claude Code

Productivity community

Tune one knob at a time with a hypothesis, baseline, and revert plan.

How to install Parameter Tuning

Installs to ~/.claude/skills/tkwong-claude-ops-parameter-tuning/SKILL.md

Terminal

mkdir -p ~/.claude/skills/tkwong-claude-ops-parameter-tuning && curl -fsSL https://raw.githubusercontent.com/tkwong/claude-ops/HEAD/skills/parameter-tuning.md -o ~/.claude/skills/tkwong-claude-ops-parameter-tuning/SKILL.md

Restart Claude Code, or start a new session, for it to be picked up.

What Parameter Tuning does

name: parameter-tuning description: Tune one knob at a time with a hypothesis, baseline, and revert plan. Log the result so future-you doesn't repeat the experiment.

parameter-tuning

You're going to change a config value (a threshold, a multiplier, a flag) to improve some outcome. **Treat it as a controlled experiment, not a guess.**

The mindset

"Let me try 0.70" is a guess. "I think 0.70 is right because at 0.72 our hit rate dropped 8pp on bucket [0.70-0.75], suggesting the

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