Use when output quality drops or you switch tasks — feed agents the right information at the right time.
Use when diagnosing or optimizing LCP, INP, CLS — Core Web Vitals at the 75th percentile (LCP ≤2.5s, INP ≤200ms, CLS ≤0.1).
Use when implementing changes touching multiple files — thin vertical slices, feature flags, rollback-friendly.
Use when the request is underspecified — interview one question at a time until 95% confidence.
Use when building an MCP server from an OpenAPI spec.
Use when optimizing web performance — field/lab measurement, traces, and loading fixes.
Use when optimizing performance — measure first, then profile, bundle, and fix loading or runtime.
Use when you have a spec and need small verifiable tasks with acceptance criteria.
Use when acting as product manager — RICE, PRDs, backlog, and roadmap.
Use when tracking SaaS metrics — MRR, churn, CAC, and financial analysis.
Use when handling user input, auth, secrets, or external integrations — prevent OWASP Top 10, enforce auth patterns, secrets management…
Use when you need authoritative framework code — verify and cite official docs.
Use when starting a new project or significant change — write a PRD before any code.
Use when assessing tech debt — scan, score severity, and generate prioritized remediation plans.
Use when auditing web quality — orchestrate performance, a11y, SEO, best-practices across Lighthouse categories.
Azure Functions, Cosmos DB modeling, Service Bus patterns, Bicep templates
PostgreSQL database patterns for query optimization, schema design, indexing, and security.
Self-contained parallel generator — invoke directly, do not decompose.
Agent-native headless browser. 26 primitives over a Unix-socket wire protocol.
Convert a recorded video (talking-head, build-along, tutorial, demo, essay, vlog) into a ready-to-post article or post for X (Twitter)…
Expert knowledge for AI video clipping — yt-dlp downloading, whisper transcription, SRT generation, and ffmpeg processing