ct-orchestrator

Multi-agent workflow coordination with HITL control is managed by enforcing strict delegation rules and manifest-driven handoffs. This centralizes orchestration while applying dependency-wave planning and context budget enforcement to maintain performance and traceability.

Manifest-driven handoff in subagent orchestration carries key findings between agents, allowing downstream agents to read only summaries instead of full context. This mechanism protects the main context window and enforces strict delegation during multi-agent task execution.

Subagent spawning with protocol injection is handled through on-demand loading of references and assets. This ensures isolation and compliance by automatically injecting required protocols into the subagent context during the orchestration session.

Dependency-wave planning supports parallel task coordination and cross-epic orchestration while maintaining audit trails. It enforces context budget adherence and validates subagent spawning within an epic to ensure traceability across complex workflows.

Context budget enforcement applies to cross-epic orchestration by validating subagent spawning and maintaining dependency-wave plans. It ensures agents read only manifest summaries, protecting the main context window while preserving audit trails across parallel tasks.

Compliance checks in multi-agent CLEO workflows are verified through manifest verification and protocol injection during on-demand loading. The orchestrator validates handoffs, enforces delegation rules, and confirms key_findings entries are linked to parent tasks.