Parallel Orchestration
SkillProductivityLets your agent break complex tasks into steps and run multiple sub-agents in parallel with enforced, deterministic workflows.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Parallel Orchestration skill
About this capability
Babysitter enforces obedience on agentic workforces and enables them to manage extremely complex tasks and workflows through deterministic, hallucination-free self-orchestration
What this skill tells your AI
The instructions your AI receives, as published by a5c-ai/babysitter in library/methodologies/ccpm/skills/parallel-orchestration/SKILL.md and read by ahel’s review.
Coordinate multiple specialized agents across parallel work streams with quality gates and conflict resolution.
Agents
- Database Engineer -
database-engineer - API Developer -
api-developer - UI Developer -
ui-developer - Test Engineer -
test-engineer - Documentation Writer -
documentation-writer
Workflow
- Prepare execution plan with stream batches
- Dispatch specialized agents per stream (ctx.parallel.all)
- Execute tasks sequentially within each stream
- Quality gate after each task with convergence loop (max 3 iterations)
- Check for cross-stream conflicts
- Resolve conflicts if found
- Run integration verification
- Merge stream results
Inputs
tasks- Tasks from decomposition phasestreams- Work stream definitionsqualityThreshold- Minimum quality score (default: 80)maxParallel- Maximum parallel streams (default: 5)githubRepo- GitHub repo for progress sync (optional)
Outputs
- Per-stream execution results
- Integration verification report
- Conflict detection and resolution report
- Merge result
Agent Dispatch (5-12 parallel agents per issue)
Agents are dispatched based on stream type:
database->database-engineerapi->api-developerui->ui-developertesting->test-engineerdocs->documentation-writerinfrastructure->architect
Process Files
ccpm-parallel-execution.js- Standalone parallel executionccpm-orchestrator.js- Phase 5 of full lifecycle
Signals
- GitHub stars
- 2k
- Forks
- 106
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
parallel-orchestration- Source
- github.com/a5c-ai/babysitter