Orchestrates multiple skills in GF(3)-balanced triplets. Assigns MINUS/ERGODIC/PLUS trits to skills ensuring conservation. Use for multi-skill workflows, parallel skill dispatch, or maintaining GF(3) invariants across skill compositions.
Guides SDD artifact implementation for NEW and EXISTING projects. Use for DDD glossary, context map, domain models, ADRs, user stories with acceptance criteria. For existing projects, supports gap analysis, code-to-spec reverse engineering, and phased migration. Triggers on SDD, spec-driven, artifact, glossary, context map, domain vision, ADR, legacy documentation, reverse engineering, existing project documentation, gap analysis.
AI-assisted pair programming with multiple modes (driver/navigator/switch), real-time verification, quality monitoring, and comprehensive testing. Supports TDD, debugging, refactoring, and learning sessions. Features automatic role switching, continuous code review, security scanning, and performance optimization with truth-score verification.
Use when designing Go interfaces including interface design, duck typing, and composition patterns. Use when designing Go APIs and abstractions.
Domain specialist for software architecture, design patterns, code quality, and refactoring. Scope: SOLID principles, GoF design patterns, anti-patterns, code smells, clean architecture, code injection vulnerabilities, performance issues, modern language features. Excludes: infrastructure configuration, security operations beyond code injection, database design, API design, performance testing. Triggers: "SOLID", "design pattern", "refactor", "architecture", "code quality", "clean code", "factory", "singleton", "observer", "strategy", "dependency injection".
Modern C# development with .NET 8+, async patterns, and records. Use when: - Writing or reviewing C# code - Configuring async/await with ConfigureAwait - Using nullable reference types - Implementing pattern matching - Setting up .NET projects Keywords: C#, .NET, async, await, ConfigureAwait, nullable, record, pattern matching, xUnit, ValueTask
Maximally isolated Signal authentication via colored operad security boundaries. VM→Container→Process enclosure with GF(3) conservation for Agent-O-Rama pathways.
Expert guide for creating Docker Compose configurations, Dockerfiles, and container orchestration. Use when containerizing applications, setting up development environments, or configuring multi-container deployments.
Enterprise Master-Clone pattern implementation guide for complex multi-step tasks with full project context, autonomous delegation, parallel processing, and intelligent task distribution; activates for large-scale migrations, complex refactoring, parallel exploration, architecture restructuring, and multi-file transformations
Invoke Codex CLI as a coworker for implementation, brainstorming, specs, and reviews. Use when you want parallel thinking, cheap execution, or a second opinion. Codex tokens are cheaper than yours — delegate aggressively. Keywords: codex, delegate, implement, draft, review, brainstorm, write tests, code review.
Coalgebraic observation of derivation streams with final coalgebra bisimulation
Debug and fix failures in Taskcluster tasks. Use this skill when the user asks to debug a task, fix a failing task, or investigate task errors/failures. This skill uses the Taskcluster CLI to fetch task logs and definitions, analyzes errors, and uses `taskgraph load-task --develop` to reproduce and debug issues locally. Invoke this for any request involving Taskcluster task debugging, task failures, or when given a task ID to investigate.
[Debug] Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures understanding before attempting solutions. (project)
Ruby and Rails best practices for services, testing, and architecture. Use when: - Writing or reviewing Ruby/Rails code - Designing service objects or organizing business logic - Setting up RSpec tests with FactoryBot - Building APIs with JSON serialization - Optimizing Rails performance (N+1, caching) Keywords: Ruby, Rails, RSpec, FactoryBot, service object, strong params, N+1 query, Sidekiq, RuboCop, Thor CLI
Capture solutions as patterns for future use. Activate when you fix a bug, solve a non-trivial problem, get corrected by the user, discover something that works (or doesn't work), find a better approach, or complete any solution worth remembering. Failures are just as valuable as successes - forge anti-patterns too.
Four-phase debugging framework that ensures root cause identification before fixes. Use when encountering bugs, test failures, unexpected behavior, or when previous fix attempts failed. Enforces investigate-first discipline ('debug this', 'fix this error', 'test is failing', 'not working').
Use when encountering failures - assess severity, preserve evidence, execute rollback decision tree, and verify post-recovery state
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies. Dispatch one agent per independent problem domain for parallel execution.
Design complete technology stack and system architecture from project requirements - generates TECH-STACK.md with frontend/backend/database/DevOps choices plus rationale, and ARCHITECTURE.md with components, data flow, and mermaid diagrams
