tostechbr

Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing. Use when AI agents perform most implementation work and humans enforce quality and risk controls.

REST API design patterns including resource naming, status codes, pagination, filtering, error responses, versioning, and rate limiting for production APIs.

Deployment workflows, CI/CD pipeline patterns, Docker containerization, health checks, rollback strategies, and production readiness checklists for web applications. Use when setting up deployment infrastructure or planning releases.

Use when generating or validating the ExecutionPlan JSON that the orchestrator must produce before spawning any agents

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.

Research-before-coding workflow. Search for existing tools, libraries, and patterns before writing custom code. Systematizes the "search for existing solutions before implementing" approach. Use when starting new features or adding functionality.

Use when an agent writes, reviews, or audits code that handles authentication, authorization, user input, or sensitive data

A comprehensive verification system for Claude Code sessions.

Complete map of the Akashic Context codebase — key files, types, conventions, and current implementation state. Preload into agents working on this project.

Patterns for implementing memory_add tool in Akashic Context — LLM extraction pipeline, deduplication by merge, file naming, prompts. Preload into agents implementing Sprint 1.

Patterns for implementing in-process vector search in Akashic Context — cosine similarity in TypeScript, searchVectorInProcess(), hybrid merge integration. Preload into agents implementing Sprint 1.

Patterns for adding and modifying MCP tools in Akashic Context — Zod schemas, error handling, response format, and tool registration. Preload into agents modifying mcp-server/src/index.ts.

Patterns for implementing per-user isolation in Akashic Context — directory structure, DB path conventions, workspace isolation, working memory (context.json). Preload into agents implementing Sprint 0.