Drive a Machina state machine to a deterministic outcome on behalf of an AI agent. USE WHEN: a task is governed by a state machine (a machine definition JSON with states, transitions, guards, actions, tools, checks, scenarios); executing a workflow that must…
Author valid, high-scoring state machines in Machina machine JSON format (spec v3.0.0 / v2.0.0 / v1.0.0). USE WHEN: writing or generating a machine definition (states, transitions, guards, actions, context, scenarios); modeling a real workflow (order…
Spawn a new isolated Copilot CLI sub-session from a main Copilot CLI or VS Code session. Use when you need to programmatically create, resume, or chain Copilot CLI sessions with explicit control over session ID, custom agent, model, BYOK provider profile,…
Configure and switch between BYOK (Bring Your Own Key) LLM providers for both GitHub Copilot CLI and VS Code Chat. Use when setting up OpenAI, Azure OpenAI, Anthropic, Ollama, Moonshot, OpenCode Go, OpenRouter, or other OpenAI-compatible endpoints; creating…
Specialized for ad-hoc testing Blazor web apps in interactive server render mode with SignalR using playwright-cli. Use when performing quick tests on Blazor components, real-time updates, forms, and UI interactions in server-rendered applications.
Convert between Claude Code command markdown files (*.md) and GitHub Copilot prompt files (*.prompt.md). Use when porting custom prompts or CLI commands between ecosystems.
Strategies, workflows, patterns, and best practices for maximizing harness engineering through GitHub Copilot agent customization. Focuses on how to structure context layering, design multi-agent constraint enforcement, implement checklist-driven audit loops,…
Design and implement harnesses for AI-agent-driven software development. A harness is the scaffolding—context engineering, architectural constraints, feedback loops, and entropy management—that enables coding agents to produce reliable, maintainable software…