Fix stale-cache failures without nuking everything forever
When caching speeds CI but occasionally causes confusing failures, this recipe introduces safe cache keys, cache-busting rules, and a controlled recovery flow.
Create a skill called "Build Cache Recovery Playbook". Inputs: - CI platform and current caching configuration - Dependency manager and lockfile type Output: - A recommended cache key design (with examples) - Restore-key guidance and what not to do - A safe cache-busting workflow spec - Logging and metrics suggestions to detect cache issues early
Caches should be deterministic and keyed on lockfiles. This recipe helps teams avoid
"random cache" behavior and introduces a safe busting strategy.
Find missing spans and broken propagation in microservice flows
Debug microservices by enforcing end-to-end correlation (trace IDs, request IDs) and systematically locating propagation breaks or sampling gaps.
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.