Separate flakes from regressions and route the fix
Turn CI failures into categorized, actionable tickets by detecting flaky behavior, extracting failure fingerprints, and recommending next actions with ownership.
Create a skill called "CI Failure Triage Bot". Given a CI job link or logs, the skill must: - Detect whether this failure is likely flaky (use rerun outcomes if available) - Extract a stable failure fingerprint (error lines, stack trace hash) - Classify into: flaky test, infra/network, dependency resolution, deterministic regression - Recommend next actions and propose an owner/team - Output a GitHub issue-ready summary (title, repro, evidence, next steps) Keep it concise but evidence-driven.
This recipe classifies failures into: flaky tests, infra/network, dependency resolution,
or deterministic code regressions, then proposes fixes and ownership.
Catch silent tool/version drift before it breaks CI or prod
Prevent subtle mismatches between laptops, CI runners, and staging by detecting drift in runtime versions, build flags, and dependency resolution.
Stop flaky tests from blocking PRs while you fix them
Quarantine known flaky tests into a separate lane so they don't block merges, while preserving visibility and enforcing a fix-by deadline.
Real sources, named experts, actual quotes
Deep research that finds primary sources with named individuals, community sentiment from Reddit/HN/X, and news coverage. No summaries of summaries — actual quotes with URLs.
Local-first AI assistant that automates small daily tasks safely on your device
A personal, local-first AI assistant that automates small daily tasks—organizing files, setting reminders, and monitoring system events—without touching sensitive data or taking risky actions without your approval.