🤖 Orchestration & Agentic Ecosystem

Welcome to the orchestration domain ecosystem. Unlike typical domains (which focus on specific tech stacks like frontend or databases), this meta-ecosystem defines the rules, workflows, and connectivity for how AI autonomous agents interact, plan, recover from errors, and evaluate themselves and each other.

For Orchestrator Agents (task-decomposer, parallel-planner): This document is your internal operating manual. Use these workflows when structuring complex reasoning tasks, coordinating multiple AI models, or building secure entry points for external agentic integrations.

🔄 Standard Workflows & Handoffs

1. The Agent Connectivity Flow (The Foundation)

When the user asks to "integrate an LLM bot", "give an external agent access", or "design an AI pipeline into the app":

1. @claw-integration-design -> (MANDATORY) Designs the API endpoints, sets up {action}:{resource} OAuth scopes, and builds the generic tools.json manifest. (This must always be the first step for agent connectivity).
2. @tool-selector -> Analyzes the available tooling landscape (APIs, generic scripts) and selects the optimal set of actions for the incoming agent.
3. @context-compressor -> Steps in when agents retrieve massive payloads (logs, raw DB dumps) to compress the context window before it overwhelms the LLM.