Turn "cannot reproduce" into a reproducible case or a logging gap
Standardize debugging for intermittent or unreproducible bugs by creating a minimal reproduction artifact and diagnostic bundle (environment, logs, steps).
Create a skill called "Minimal Repro Bundle". The skill must: - Ask for reproduction details and environment info - Drive toward a minimal reproduction (MRE) with a single run command - If MRE fails, propose targeted instrumentation and a debug bundle template - Output: MRE steps, debug bundle checklist, and a regression-test suggestion Keep it forensic and systematic. Avoid generic advice.
This recipe guides you through producing a minimal reproducible example (MRE) or,
when that fails, capturing the right diagnostics to make the next occurrence debuggable.
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.
Diagnose the environment mismatch without trial-and-error pushes
When builds or tests pass locally but fail in CI, this recipe compares commands, environments, and dependency resolution to pinpoint the mismatch quickly.
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.