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@@ -204,6 +204,7 @@ See [CONTRIBUTING.md](../CONTRIBUTING.md#adding-skills) for guidelines on how to
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| [gtm-positioning-strategy](../skills/gtm-positioning-strategy/SKILL.md)<br />`gh skills install github/awesome-copilot gtm-positioning-strategy` | Find and own a defensible market position. Use when messaging sounds like competitors, conversion is weak despite awareness, repositioning a product, or testing positioning claims. Includes Crawl-Walk-Run rollout methodology and the word change that improved enterprise deal progression. | None |
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| [gtm-positioning-strategy](../skills/gtm-positioning-strategy/SKILL.md)<br />`gh skills install github/awesome-copilot gtm-positioning-strategy` | Find and own a defensible market position. Use when messaging sounds like competitors, conversion is weak despite awareness, repositioning a product, or testing positioning claims. Includes Crawl-Walk-Run rollout methodology and the word change that improved enterprise deal progression. | None |
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| [gtm-product-led-growth](../skills/gtm-product-led-growth/SKILL.md)<br />`gh skills install github/awesome-copilot gtm-product-led-growth` | Build self-serve acquisition and expansion motions. Use when deciding PLG vs sales-led, optimizing activation, driving freemium conversion, building growth equations, or recognizing when product complexity demands human touch. Includes the parallel test where sales-led won 10x on revenue. | None |
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| [gtm-product-led-growth](../skills/gtm-product-led-growth/SKILL.md)<br />`gh skills install github/awesome-copilot gtm-product-led-growth` | Build self-serve acquisition and expansion motions. Use when deciding PLG vs sales-led, optimizing activation, driving freemium conversion, building growth equations, or recognizing when product complexity demands human touch. Includes the parallel test where sales-led won 10x on revenue. | None |
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| [gtm-technical-product-pricing](../skills/gtm-technical-product-pricing/SKILL.md)<br />`gh skills install github/awesome-copilot gtm-technical-product-pricing` | Pricing strategy for technical products. Use when choosing usage-based vs seat-based, designing freemium thresholds, structuring enterprise pricing conversations, deciding when to raise prices, or using price as a positioning signal. | None |
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| [gtm-technical-product-pricing](../skills/gtm-technical-product-pricing/SKILL.md)<br />`gh skills install github/awesome-copilot gtm-technical-product-pricing` | Pricing strategy for technical products. Use when choosing usage-based vs seat-based, designing freemium thresholds, structuring enterprise pricing conversations, deciding when to raise prices, or using price as a positioning signal. | None |
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| [harness-engineering](../skills/harness-engineering/SKILL.md)<br />`gh skills install github/awesome-copilot harness-engineering` | Adopt repository-level harness engineering for coding agents. Use when a user wants to prevent repeated AI coding-agent mistakes by turning failures into durable instructions, drift checks, regression tests, failure memory, and adoption reports tailored to the target repository. | None |
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| [image-annotations](../skills/image-annotations/SKILL.md)<br />`gh skills install github/awesome-copilot image-annotations` | Annotate screenshots, diagrams, and images with callout rectangles, arrows, labels, and color-coded highlights using PIL. Includes rules for animated GIF annotations with timing and pacing. | None |
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| [image-annotations](../skills/image-annotations/SKILL.md)<br />`gh skills install github/awesome-copilot image-annotations` | Annotate screenshots, diagrams, and images with callout rectangles, arrows, labels, and color-coded highlights using PIL. Includes rules for animated GIF annotations with timing and pacing. | None |
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| [image-manipulation-image-magick](../skills/image-manipulation-image-magick/SKILL.md)<br />`gh skills install github/awesome-copilot image-manipulation-image-magick` | Process and manipulate images using ImageMagick. Supports resizing, format conversion, batch processing, and retrieving image metadata. Use when working with images, creating thumbnails, resizing wallpapers, or performing batch image operations. | None |
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| [image-manipulation-image-magick](../skills/image-manipulation-image-magick/SKILL.md)<br />`gh skills install github/awesome-copilot image-manipulation-image-magick` | Process and manipulate images using ImageMagick. Supports resizing, format conversion, batch processing, and retrieving image metadata. Use when working with images, creating thumbnails, resizing wallpapers, or performing batch image operations. | None |
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| [impediment-prioritization](../skills/impediment-prioritization/SKILL.md)<br />`gh skills install github/awesome-copilot impediment-prioritization` | Ranks any list of impediments and their countermeasures using a value-stream scoring model (ROI, Cost to Implement, Ease of Deployment, Risk Factor) and a fixed prioritization formula. Use when someone asks to prioritize, rank, sequence, or triage impediments, countermeasures, remediation items, risks, findings, gaps, action items, or backlog entries; or mentions value-stream prioritization, A3 / lean countermeasure ranking, ROI vs. effort scoring, or building a remediation / improvement backlog. Works with GHQR findings, audit results, retrospective action items, risk registers, architecture review gaps, or any free-form `{impediment, countermeasure}` list. | `references/scoring-rubric.md` |
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| [impediment-prioritization](../skills/impediment-prioritization/SKILL.md)<br />`gh skills install github/awesome-copilot impediment-prioritization` | Ranks any list of impediments and their countermeasures using a value-stream scoring model (ROI, Cost to Implement, Ease of Deployment, Risk Factor) and a fixed prioritization formula. Use when someone asks to prioritize, rank, sequence, or triage impediments, countermeasures, remediation items, risks, findings, gaps, action items, or backlog entries; or mentions value-stream prioritization, A3 / lean countermeasure ranking, ROI vs. effort scoring, or building a remediation / improvement backlog. Works with GHQR findings, audit results, retrospective action items, risk registers, architecture review gaps, or any free-form `{impediment, countermeasure}` list. | `references/scoring-rubric.md` |
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---
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name: harness-engineering
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description: 'Adopt repository-level harness engineering for coding agents. Use when a user wants to prevent repeated AI coding-agent mistakes by turning failures into durable instructions, drift checks, regression tests, failure memory, and adoption reports tailored to the target repository.'
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---
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# Harness Engineering
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Harness engineering turns repeated coding-agent mistakes into durable
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repository artifacts:
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```text
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Harness = Instructions + Constraints + Feedback + Memory + Evaluation + Governance
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```
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Use this skill when the user asks to:
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- make a repository more reliable for GitHub Copilot or other coding agents
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- add durable agent instructions, repository rules, or guardrails
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- prevent repeated AI coding-agent mistakes
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- record known failure paths and the checks that prevent recurrence
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- add lightweight drift checks for project rules
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- review, refresh, or update an existing agent harness
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Do not use this skill for ordinary feature implementation unless the user asks
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to improve the repository's agent operating environment.
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## Core Principles
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- Treat the target repository as the source of truth.
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- Inspect before editing. Preserve the existing stack, package manager, CI,
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docs, naming, and architecture.
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- Add the smallest useful harness. Prefer updating existing files over adding
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duplicate guidance.
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- Make important rules enforceable where practical through tests, linters,
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type checks, CI, pre-commit hooks, or drift scripts.
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- Use manual review points only when automation would be brittle or misleading.
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- Record high-risk failures that should not recur, and name the check or review
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point that catches recurrence.
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- Do not copy generic templates blindly. Adapt every artifact to real evidence
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in the target repository.
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## Discovery
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Before proposing or making harness changes, inspect the repository for existing
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rules and evidence.
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Read these files and folders when they exist:
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- `README.md`
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- `AGENTS.md`
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- `.github/copilot-instructions.md`
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- `.github/instructions/`
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- `.github/workflows/`
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- `CONTRIBUTING.md`
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- package manifests such as `package.json`, `pyproject.toml`, `go.mod`,
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`Cargo.toml`, `pom.xml`, or `build.gradle`
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- existing docs under `docs/`
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- existing scripts under `scripts/`
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- existing tests and CI checks
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Then summarize:
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- stack, package manager, and entry points
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- existing development and verification commands
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- current agent instructions or repository conventions
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- known failures, incidents, flaky paths, or repeated review comments
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- gaps where project rules are not enforced
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## Adoption Workflow
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Follow this sequence:
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1. Choose the harness surface that fits the target repository.
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2. Write target-specific agent instructions.
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3. Add enforceable checks for high-value rules.
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4. Record failure memory for high-risk or recurring failures.
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5. Add drift checks for guidance that can silently become stale.
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6. Report the adoption with evidence, assumptions, and follow-up.
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### 1. Choose the Harness Surface
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Pick only the surfaces that fit the target repository:
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| Need | Preferred artifact |
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| --- | --- |
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| Always-on agent behavior | `AGENTS.md` or `.github/copilot-instructions.md` |
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| File-scoped guidance | `.github/instructions/*.instructions.md` |
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| Recurring project checks | `scripts/check_*.py`, shell scripts, or package scripts |
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| CI enforcement | existing workflow files or a small new workflow |
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| Known failures | `docs/failures/*.md` |
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| Architecture or process decisions | `docs/decisions/*.md` |
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| Adoption evidence | `docs/harness/adoption-report.md` or similar |
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If the repository already has an equivalent location, update it instead of
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creating a parallel system.
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### 2. Write Agent Instructions
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Agent instructions should be concrete and operational. Include:
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- project purpose and major ownership boundaries
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- setup, test, lint, build, and verification commands
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- package manager and dependency rules
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- safe editing rules, generated file rules, and forbidden paths
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- testing expectations for changed code
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- PR and commit conventions if the repo has them
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- how to record new failures or decisions
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Avoid broad personality guidance, generic best practices, and rules that cannot
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be checked or reviewed.
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### 3. Add Enforceable Checks
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Convert high-value rules into checks. Good harness checks are:
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- narrow enough to avoid false positives
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- fast enough to run locally and in CI
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- named clearly so agents can run them before finishing
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- documented with the rule they protect
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Examples:
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```text
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Rule: Do not edit generated API clients.
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Check: script scans diffs for generated paths and fails with a clear message.
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Rule: Every failure memory note names a regression check.
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Check: script validates docs/failures/*.md for a "Detection" section.
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Rule: Profile docs and templates must stay aligned.
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Check: test compares profile README files to expected template files.
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```
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### 4. Record Failure Memory
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Record failures when they are user-visible, high-risk, or likely to recur.
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Use a new file under `docs/failures/` unless an existing note already covers
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the same root cause.
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Recommended structure:
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```markdown
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# Short Failure Title
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## Summary
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What failed, who saw it, and why it matters.
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## Root Cause
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The technical or process cause. Avoid blame.
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## Prevention
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Instruction, test, drift check, CI gate, fixture, or manual review point that
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prevents or detects recurrence.
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## Evidence
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Links to issue, PR, test, log, command output, or file paths.
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```
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If no automated check is practical, record the manual review point and why
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automation would be unsafe or misleading.
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### 5. Add Drift Checks
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Use drift checks for guidance that can silently become stale. Common examples:
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- docs mention commands that no longer exist
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- profile snippets and generated examples diverge
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- failure notes omit regression checks
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- decision records are missing for structural changes
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- CI references stale scripts or package commands
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Prefer small scripts using the repository's existing language. If the repo has
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no scripting convention, Python with only the standard library is a portable
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default.
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### 6. Report the Adoption
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Finish substantial harness work with an adoption report that includes:
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- files changed
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- rules added or updated
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- checks added or reused
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- commands run and results
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- assumptions and manual follow-up
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- failure memory created or intentionally skipped
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- how effectiveness will be measured
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## Review Workflow
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When asked to review a harness change, take an opposing perspective. Look for:
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- generic rules copied without evidence from the target repository
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- duplicate or conflicting instruction files
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- broad checks that are likely to fail on valid changes
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- unenforced high-risk rules
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- missing failure memory for repeated mistakes or runtime failures
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- generated docs not refreshed after source changes
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- CI gates that do not run the relevant checks
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- target repository conventions being overwritten by harness defaults
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Report findings first, ordered by severity, with file and line references when
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available. Do not modify files during a review unless the user explicitly asks
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for fixes.
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## Output Contract
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Before finishing harness adoption work, verify:
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- the target repository was inspected before edits
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- new guidance is specific to the target repository
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- changed checks can be run locally or have a documented manual substitute
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- failure memory was recorded when required, or the final response explains why
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it was skipped
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- generated docs or indexes are refreshed
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- the final report names every command run and its result
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## Optional Reference
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The prompt-first workflow in
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`https://github.com/baskduf/harness-starter-kit` is a reference implementation
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of these ideas. Use it as reference material only when the user asks for it or
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when the repository already includes it. The target repository remains the
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source of truth.
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Reference in New Issue
Block a user