dev-orchestrator

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Autonomous end-to-end development from requirement to delivery. Use when user wants complete automation, "build X for me", or full feature implementation without manual steps.

mylukin By mylukin schedule Updated 1/21/2026

name: dev-orchestrator description: Autonomous end-to-end development from requirement to delivery. Use when user wants complete automation, "build X for me", or full feature implementation without manual steps. allowed-tools: [Task, Read, Write, Bash] user-invocable: true

Ralph-dev Orchestrator

Goal

Transform a user requirement into delivered, tested, production-ready code with ZERO manual intervention after initial clarification.

Workflow Phases

1. CLARIFY    → Questions & PRD (interactive)
2. BREAKDOWN  → Atomic tasks (autonomous)
3. IMPLEMENT  → Code + tests (autonomous)
4. HEAL       → Auto-fix errors (on-demand, invoked by Phase 3)
5. DELIVER    → Verify + commit + PR (autonomous)

State Management

All state persists in .ralph-dev/:

  • state.json - Current phase, progress (managed by CLI)
  • prd.md - Product requirements document
  • tasks/ - Task files with index.json

Execution

Initialize

# Parse mode from arguments
MODE="new"  # or "resume", "status", "cancel"

case "$MODE" in
  resume)
    # Load existing state
    PHASE=$(ralph-dev state get --json | jq -r '.phase')
    ;;
  new)
    # Archive existing session if present
    ralph-dev state archive --force --json 2>/dev/null
    ralph-dev state set --phase clarify
    ralph-dev detect --save  # Detect language config
    PHASE="clarify"
    ;;
esac

Main Loop (Context-Compression Resilient)

while true; do
  # Always re-query phase from CLI (context-compression safe)
  PHASE=$(ralph-dev state get --json | jq -r '.phase')

  case "$PHASE" in
    clarify)   invoke_skill "phase-1-clarify"   ;;
    breakdown) invoke_skill "phase-2-breakdown" ;;
    implement) invoke_skill "phase-3-implement" ;;
    deliver)   invoke_skill "phase-5-deliver"   ;;
    complete)  echo "✅ All phases complete!"; break ;;
    *)         echo "❌ Unknown phase: $PHASE"; exit 1 ;;
  esac
done

Phase Invocation

Use Task tool to invoke each phase skill:

Tool: Task
Parameters:
  subagent_type: "{phase-skill-name}"
  description: "Execute {phase} phase"
  prompt: "{phase-specific context}"
  run_in_background: false

Phase Summary

Phase Skill Interactive Key Output
1. Clarify phase-1-clarify Yes .ralph-dev/prd.md
2. Breakdown phase-2-breakdown Yes (approval) .ralph-dev/tasks/
3. Implement phase-3-implement No Code + tests
4. Heal phase-4-heal No (invoked by Phase 3)
5. Deliver phase-5-deliver Optional Commit + PR

Mode Commands

Command Action
/ralph-dev {requirement} Start new session
/ralph-dev resume Continue from saved state
/ralph-dev status Show current progress
/ralph-dev cancel Archive and clear session

State Transitions

clarify → breakdown → implement ⇄ heal → deliver → complete
  • Each phase updates state via ralph-dev state update --phase {next}
  • Phase 4 (heal) is invoked on-demand, not a state transition
  • Phases can only move forward (except implement ⇄ heal loop)

Safety Limits

Limit Value Purpose
Orchestrator timeout 12 hours Prevent infinite loops
Per-phase timeout Varies Defined in each phase skill
Heal attempts 3 per task Circuit breaker

Constraints

  • NEVER skip phases (must complete in order)
  • NEVER rely on memory variables (always query CLI)
  • ALWAYS get user approval before implement phase
  • ALWAYS save state after each phase completion
  • ALWAYS show progress updates during long operations

Error Handling

Error Action
Phase fails Log error, show diagnostics, don't auto-retry
User cancels Save state, show resume command
Interrupted State persists, resume on next session
Unknown phase Report error, suggest manual state reset

Resume Behavior

When resuming from each phase:

Phase Resume Action
clarify Continue with remaining questions
breakdown Show plan again for approval
implement Get next task via ralph-dev tasks next
deliver Re-run delivery checks
Install via CLI
npx skills add https://github.com/mylukin/ralph-dev --skill dev-orchestrator
Repository Details
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navigation Branch main
article Path SKILL.md
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