Validate AI output against a contract with a 0.70 confidence threshold.
npx skills add https://github.com/jimmymalhan/codereview-pilot --skill critic-jimmymalhan
Please help me install this Agent Skill. Skill: critic Source: https://github.com/jimmymalhan/codereview-pilot/tree/main/.claude/skills/critic Command: npx skills add https://github.com/jimmymalhan/codereview-pilot --skill critic-jimmymalhan
This Skill ensures that AI-generated output meets strict quality standards, preventing the use of incomplete or low-confidence results in critical workflows.
Use the critic skill to validate the AI's output for the incident report.
High-intent search queries and answers about installing and using this skill.
To validate AI-generated output, use a quality gate to verify the response includes a root cause, evidence, fix plan, rollback, and tests. This ensures the output is complete and reliable before deployment.
A confidence check for AI output enforces a minimum score threshold, such as 0.70, to block low-certainty results. This prevents incomplete or unverified AI workflows from being used in critical deployments.
You enforce a contract on AI incident reports by validating the output against predefined required fields. This checks for the presence of root cause, evidence, fix plan, rollback, tests, and confidence to ensure quality.
Yes, you can block AI workflows if the confidence score is below 0.70 by applying a quality gate. This stops incomplete or low-confidence results from being used in critical workflows requiring evidence-based outputs.
A limitation of a quality gate for AI output validation is that it strictly enforces required fields and a 0.70 confidence threshold. Avoid this approach if your AI workflow does not require evidence-based results or high confidence scores.
viraatdasIdentify bug root causes by collecting symptoms, reading code, and testing hypotheses.
cslsoftwaresCoordinate production-incident response with severity classification and post-mortem documentation.
danieldev24Automates CI/CD pipeline setup and quality gates for code verification.
imchangchangYour text here
