“observability”

Builds, configures, debugs, and optimizes AWS observability - operator-symptom questions and detecting Omni vs classic CloudWatch.

Builds, configures, debugs, and optimizes AWS observability with CloudWatch (Log Insights, Metrics, Alarms, Dashboards, EMF), X-Ray, CloudTrail, and ADOT (AWS…

Monitoring, error tracking, structured logging, alerting, health endpoints, backups, disaster recovery, status page, incident response, and auto-scaling.

Wires Sentry crash reporting behind a port: start on consent, PII scrubbing, releases, source maps per build and update.

Build or query the agent observability ledger obs.db, and roll its distilled rules into per-project digests.

Umbrella skill for integrating an agent with Mission Control, the orchestration and observability control plane.

The principal's personal inbox tools — list/read/search/draft/archive/label/mark plus sent-observe and shadow-draft.

Email-observation learning — voice-learn and task-completion producers plus learning-digest review tools.

Guide maintainable, resilient, test-double-friendly code: clear names, decomposition, safe defaults, idempotency, bounded retries, observability, and quality…

Build, run and debug pi extensions by observation — tmux-driven TUI sessions, color screenshots, session digests, and a replay provider for deterministic tool…

Read-only observability map of the running agent — live topology, sessions, telemetry, and container health.

Enhanced agentic loop with planning, parallel execution, confidence gates, semantic error recovery, and observable state machine.

observer・gatekeeper ログを分析し、allow/deny パターン候補を提示してハーネスの承認ルールをチューニングする。 「チューニングして」「allow パターン候補見せて」「deny パターン追加したい」「承認ルールを改善して」…

Multi-provider LLM orchestration system with intelligent routing, fallback chains, cost optimization, and automatic observability.

OpenTelemetry browser/RUM mechanics for SPAs and MPAs.

Writing and changing code: Ponytail simplicity, grounded style rules, local and feature-wide systematic debugging, completion verification, architecture…

Gates analytics on opt-in consent: no SDK before a yes, typed events without personal data, ATT.

Use when asked for before and after, the functional difference, what behavior changed, or the user value of a branch, PR, commit, or working-tree diff.

MUST USE for ANY work on .py .pyi .rs .ts .tsx .mts .cts .go files.

Capture a visual demo reel (GIF, terminal recording, screenshots) for PR descriptions.

Implement CQRS pattern for Electron services.