microsoft / microsoft/vscode-dotnettools
[P0][Tier 3] Set review expectations so AI-generated code gets equal-or-stronger scrutiny
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AIEngineering
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Description
Tier 3 — Workflow adoption · Priority: P0
Gap
No explicit expectation that AI-generated code receives the same or stronger review scrutiny as human-written code, and no guidance that human review should build on (not repeat) the AI review pass.
Investment
- Reset review expectations for generated code (equal-or-stronger scrutiny).
- Make the AI review pass a prerequisite to human review; humans confirm/extend AI findings and focus on judgment calls, tradeoffs, product fit, and residual risk.
Acceptance criteria
- Review guidelines state AI-generated code gets equal-or-stronger scrutiny.
- Human review builds on the AI pass rather than starting from scratch.
Part of epic #3273
Contributor guide
No contributing guide indexed for this repository
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start by locating the review guidelines or workflow documentation covered by epic #3273. Update the guidance to require equal-or-stronger scrutiny for AI-generated code and to make the AI review pass precede human review. Done means both acceptance criteria are explicitly stated.
Written by the indexing model from the issue text.
Assessment
- Domain
- developer-experience, documentation
- Issue type
- Documentation
- Difficulty
- 3/5
- Estimated time
- 1-2 days
- Activity status
- Quiet
- Clarity
- Mostly clear
- Newbie friendliness
- 55/100