Parallel Orchestration

SkillProductivity

Lets 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.

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

  1. Prepare execution plan with stream batches
  2. Dispatch specialized agents per stream (ctx.parallel.all)
  3. Execute tasks sequentially within each stream
  4. Quality gate after each task with convergence loop (max 3 iterations)
  5. Check for cross-stream conflicts
  6. Resolve conflicts if found
  7. Run integration verification
  8. Merge stream results

Inputs

  • tasks - Tasks from decomposition phase
  • streams - Work stream definitions
  • qualityThreshold - 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-engineer
  • api -> api-developer
  • ui -> ui-developer
  • testing -> test-engineer
  • docs -> documentation-writer
  • infrastructure -> architect

Process Files

  • ccpm-parallel-execution.js - Standalone parallel execution
  • ccpm-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