empirical-prompt-tuning
mizchi/skills/empirical-prompt-tuning/SKILL.md
Methodology for iteratively improving agent-facing instructions (skills / slash commands / CLAUDE.md / code-gen prompts) via bias-free executor + two-sided evaluation (self-report + instruction-side metrics). Meta-skill, invoke ONLY when the user explicitly asks for an "empirical" eval of a prompt or skill, or for the Iter-0 description / body consistency check. Do NOT auto-invoke after every skill edit; this loop is operator-triggered by name.
No licence file, so all rights are reserved — read it at the source. Read it on GitHub.
More agent context in mizchi/skills
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CLAUDE.md
Skill
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- apm-usageapm-usage/SKILL.md
- ast-grep-practiceast-grep-practice/SKILL.md
- aws-ecs-codedeploy-blue-greenaws-ecs-codedeploy-blue-green/SKILL.md
- aws-ecs-service-connect-ipv6aws-ecs-service-connect-ipv6/SKILL.md
- aws-github-oidc-scoped-roleaws-github-oidc-scoped-role/SKILL.md
- aws-vault-mfa-iamaws-vault-mfa-iam/SKILL.md
- chezmoi-managementchezmoi-management/SKILL.md
- cloudflare-access-app-setupcloudflare-access-app-setup/SKILL.md
- cloudflare-deploycloudflare-deploy/SKILL.md
- cloudflare-mbt-worker-bundlecloudflare-mbt-worker-bundle/SKILL.md
- cloudflare-workers-cd-rollbackcloudflare-workers-cd-rollback/SKILL.md
- cloudflare-workers-otel-utelscloudflare-workers-otel-utels/SKILL.md
- conventional-changelogconventional-changelog/SKILL.md
- dep-lib-reviewdep-lib-review/SKILL.md
- dotenvxdotenvx/SKILL.md
- extract-glossaryextract-glossary/SKILL.md
- flaker-storage-cache-on-ciflaker-storage-cache-on-ci/SKILL.md
- formal-methods-drift-guardformal-methods-drift-guard/SKILL.md
- formal-methods-reconcilerformal-methods-reconciler/SKILL.md
- frontend-expertfrontend-expert/SKILL.md
- frontend-ops-expertfrontend-ops-expert/SKILL.md
- frontend-review-cifrontend-review-ci/SKILL.md
- frontend-review-depsfrontend-review-deps/SKILL.md
- frontend-review-hygienefrontend-review-hygiene/SKILL.md
- frontend-review-performancefrontend-review-performance/SKILL.md
- frontend-review-securityfrontend-review-security/SKILL.md
- frontend-review-statefrontend-review-state/SKILL.md
- frontend-review-testingfrontend-review-testing/SKILL.md
- frontend-review-triagefrontend-review-triage/SKILL.md
- frontend-review-weeklyfrontend-review-weekly/SKILL.md
- gh-fix-cigh-fix-ci/SKILL.md
- gleam-practicegleam-practice/SKILL.md
- justfilejustfile/SKILL.md
- k8s-crd-from-typed-schemak8s-crd-from-typed-schema/SKILL.md
- maintainer-personamaintainer-persona/SKILL.md
- mizchi-blog-stylemizchi-blog-style/SKILL.md
- moonbit-js-bindingmoonbit-js-binding/SKILL.md
- moonbit-practicemoonbit-practice/SKILL.md
- multi-agent-orchestrationmulti-agent-orchestration/SKILL.md
- natural-writing-ennatural-writing-en/SKILL.md
- natural-writing-janatural-writing-ja/SKILL.md
- nix-setupnix-setup/SKILL.md
- node-sqlite-vecnode-sqlite-vec/SKILL.md
- opentelemetryopentelemetry/SKILL.md
- optimizing-descriptionsoptimizing-descriptions/SKILL.md
- otel-nodeotel-node/SKILL.md
- performance-expertperformance-expert/SKILL.md
- pi-coding-agentpi-coding-agent/SKILL.md
- playwright-cliplaywright-cli/SKILL.md
- playwright-testplaywright-test/SKILL.md
- react-expertreact-expert/SKILL.md
- retrospective-codifyretrospective-codify/SKILL.md
- review-imagereview-image/SKILL.md
- security-expertsecurity-expert/SKILL.md
- skill-finderskill-finder/SKILL.md
- skill-selectorskill-selector/SKILL.md
- sqlc-gen-moonbit-safetysqlc-gen-moonbit-safety/SKILL.md
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