
Performance review for NeoHaskell targeting 50k req/s throughput. Use when reviewing code for performance implications, INLINE pragmas, strictness, and allocation patterns. Handles pipeline phases 3 (ADR review) and 11 (implementation review).
Language design expert panel. Use when user says 'ask the council' or needs expert opinions on language syntax, DX tradeoffs, or ergonomics questions for NeoHaskell. Selects 3 relevant experts from a 19-person roster and researches their actual positions.
CLI Developer Experience expert panel. Use when user says 'Ask the DX council' or needs expert opinions on CLI design, developer experience, error messages, command structure, or UX decisions. Spawns parallel research for multiple CLI design experts.
Community Lead and Technical Writer for NeoHaskell. Use for documentation, tutorials, GitHub issues, PR descriptions, release notes, and contributor guides. Writes for "Jess" - a time-constrained junior developer. Handles pipeline phase 14 (PR body).
Developer Experience review for NeoHaskell APIs. Use when evaluating API intuitiveness, naming, pipe-friendliness, and consistency. Handles pipeline phase 4 (DevEx Review).
Orchestrates NeoHaskell feature implementation using a structured 17-phase pipeline. Use when implementing new features, types, or modules for NeoHaskell. Triggers on requests like 'implement feature', 'new NeoHaskell feature', 'feature pipeline', 'implement issue
ADR (Architecture Decision Record) template for NeoHaskell. Use when creating a new ADR, drafting a decision document, or starting a new feature proposal. Triggers on 'new ADR', 'create ADR', 'architecture decision', 'decision record', 'feature proposal', 'ADR draft'.
NeoHaskell coding style reference and enforcement rules. Load when writing, reviewing, or modifying any Haskell code in the NeoHaskell project. Triggers on 'NeoHaskell style', 'NeoHaskell conventions', 'how to write NeoHaskell', 'code style', 'style guide'.
NeoHaskell code implementation guide. Use when implementing features, writing tests, build/test loops, or any task requiring NeoHaskell code. Handles pipeline phases 7-9 (tests, implementation, build loop), 12-13 (fix reviews, final build), and 16 (fix bot comments).
Security & Code Quality review for NeoHaskell. Use when reviewing code changes, PRs, or architectural decisions for security implications. Evaluates OWASP, NIST, EU compliance. Handles pipeline phases 2 (ADR review) and 10 (implementation review).
Testing QA Designer for NeoHaskell. Designs comprehensive test specifications with exhaustive edge cases, boundary conditions, and happy paths BEFORE implementation. Handles pipeline phase 6 (Test Spec Design). Outside-in TDD methodology.