Design docs that reduce cognitive load. Trigger: writing guides, READMEs, RFCs, onboarding, architecture, or review-facing docs.
Trigger: kaizen, retrospective, continuous improvement, mejora continua, /akili-archive Kaizen step, apply pending kaizen standardizations, kaizen apply, aplicar estandarizaciones kaizen. Run the bounded two-phase Kaizen loop: Measure → Learn → Standardize →…
Trigger: agent development, agent architecture, LangGraph, LangChain, Deep Agents, Bedrock AgentCore, Claude Agent SDK, multi-agent, agent evals, framework selection. Decision layer for building AI agents: framework and runtime selection, agent architecture,…
Trigger: judgment day, dual review, adversarial review, juzgar. Run explicit blind dual review with at most two scoped fix/re-judgment rounds.
Trigger: test-driven development, TDD, red-green, test-first implementation of a logic-heavy task, 'red-green-refactor'. Red → green loop with tests worth keeping: seams, anti-patterns (implementation-coupled, tautological, horizontal slicing), vertical…
When the user wants to audit, review, or diagnose SEO issues on their site. Also use when the user mentions "SEO audit," "technical SEO," "why am I not ranking," "SEO issues," "on-page SEO," "meta tags review," "SEO health check," "my traffic dropped," "lost…
Run after making React changes to catch issues early. Use when reviewing code, finishing a feature, or fixing bugs in a React project.
Provides complete shadcn/ui component library patterns including installation, configuration, and implementation of accessible React components. Use when setting up shadcn/ui, installing components, building forms with React Hook Form and Zod, customizing…