Orchestrate Spec

Orchestrate Spec Skill (Enhanced v2.0)

Research-First Specification System with Auto-Progress - Deterministic, evidence-based component specification with automatic progress tracking and implementation loop

Validated On: Phase 0 SDK Integration (2026-01-05)

Status: ✅ VALIDATED - Production-ready with auto-progress

Purpose

Generates validated, evidence-backed specifications for Smart Orchestrator components through automatic progress detection, parallel research, specification writing, validation, and optional implementation.

User End State: Just say /orchestrate-spec and the skill automatically determines what's next, executes, updates progress, and offers to implement.

What This Skill Does (Enhanced v2.0)

Full Automated Workflow

User: /orchestrate-spec
  ↓
1. CHECK PROGRESS (read or create PROGRESS.md)
  ↓ Identify next pending component
2. RESEARCH (2-3 parallel agents)
  ↓ Verified findings
3. SPECIFY (component + test specs in parallel)
  ↓ Evidence-backed specs
4. VALIDATE (automated checks)
  ↓ PASS/FAIL result
5. UPDATE PROGRESS (mark current component done)
  ↓
6. OFFER IMPLEMENTATION (optional)
   If yes: IMPLEMENT → VERIFY → UPDATE PROGRESS
   ↓
7. REPORT NEXT COMPONENT (ready for next /orchestrate-spec)

Key Enhancements

How to Invoke

Auto-Progress Mode (Recommended)

/orchestrate-spec

What happens:

1. Reads PROGRESS.md to see what's done
2. Identifies next pending component
3. Executes full workflow
4. Updates progress
5. Reports next component

Perfect for: "I don't remember what's next, just continue"

Specific Component Mode

/orchestrate-spec [component-name] [phase-number]

Examples:

• /orchestrate-spec ResourceManager Phase-1
• /orchestrate-spec PromptValidator Phase-1

Perfect for: "I want to specify this specific component now"

Force Reset Progress

/orchestrate-spec --reset-progress

What happens: Rebuilds PROGRESS.md from filesystem scan

Perfect for: Progress file corrupted or out of sync

Implementation Steps (Full Workflow)

Step 0: Check/Create Progress File

Location: .claude/orchestration/specs/PROGRESS.md

Action:

1. Try to read PROGRESS.md
2. If missing → Create from integration plan
3. If corrupted → Rebuild from filesystem scan

Progress File Format:

# Orchestration Specification Progress

metadata:
  version: "2.0.0"
  last_updated: "2026-01-05T12:00:00Z"
  current_phase: "Phase-0"
  current_component: "SDKIntegration"
  total_components: 9
  completed: 1
  pending: 8

components:
  - name: SDKIntegration
    phase: Phase-0
    status: specified # pending | researching | specified | implementing | implemented | verified
    research_complete: true
    component_spec_complete: true
    test_spec_complete: true
    validation_status: PASS
    implementation_status: pending
    files:
      - research-spec.yaml
      - research-findings.md
      - component-spec.yaml
      - test-spec.yaml
      - VALIDATION_SUMMARY.md
    started: "2026-01-05T10:00:00Z"
    completed: "2026-01-05T14:00:00Z"

  - name: BaselineMeasurement
    phase: Phase-0
    status: pending
    # ... (same structure)

next_component:
  name: BaselineMeasurement
  phase: Phase-0
  reason: "First pending component in Phase-0"
  action: specify

Output: Progress state loaded, next component identified

Step 1: Initialize Research Specification

Input: Component name (from auto-detection or user input)

Action:

1. Create directory structure: specs/phase-[X]/[component]/evidence/
2. Copy template: _templates/research-spec.yaml.template
3. Replace placeholders with component-specific values
4. Define 3-5 research questions
5. Define 2-3 parallel research streams

Update Progress: Set status to "researching"

Output: research-spec.yaml ready for agent execution

Step 2: Execute Parallel Research (MAX 2-3 AGENTS)

CRITICAL: Never exceed 2-3 parallel research agents (system resource limit)

Agent 1 Prompt Template:

Task: Research [research question from stream_1]
Evidence Sources: context7 MCP, official documentation
Output: evidence/[component]-capabilities.md
Format: Markdown with verified claims table

Requirements:
- Every claim must have verified source (URL)
- No speculation ("I think", "probably")
- Include code examples for API usage
- References section with all sources

Return structured summary with:
- claims_verified: [list]
- evidence_sources: [list of URLs]
- code_examples: [list]
- next_steps: [action items]

Agent 2 Prompt Template:

Task: Research [research question from stream_2]
Evidence Sources: system measurements, codebase analysis
Output: evidence/[component]-constraints.md
Format: Markdown with verified claims table

Requirements:
- All thresholds must have measured values
- No guessing or estimating
- Include verification methodology
- Reference existing infrastructure

Return structured summary with:
- thresholds_verified: [map of metric → value]
- constraints_identified: [list]
- integration_points: [list]
- risks: [list with probability/impact]

Wait for both agents to complete before proceeding.

Update Progress: Set research_complete to true

Step 3: Consolidate Research Findings

Action:

1. Read both agent outputs
2. Merge into single research-findings.md
3. Create claims table with evidence IDs
4. Include all code examples
5. Complete references section

Output Format:

# Research Evidence: [Component Name]

## Evidence Summary

[Consolidated findings from both agents]

## Verified Claims Table

| Claim ID | Capability | Status | Evidence Source | Verified By |

## Code Evidence

[All code examples from agents]

## References

[All source URLs]

## Next Steps

✅ Research complete
⏳ Create component-spec.yaml
⏳ Create test-spec.yaml

Update Progress: Add research-findings.md to files list

Step 4: Write Component Specification

Action:

1. Copy template: _templates/component-spec.yaml.template
2. Define interface (class, methods, dependencies)
3. For each method:
   • Define signature with input/output types
   • Define 3-4 failure modes (detection + recovery + timeout)
   • Map claims to evidence IDs
4. Define integration points
5. Define 3-6 success criteria (measurable, binary)
6. Define constraints and prohibitions

Evidence Requirements:

- id: "EVIDENCE-XXX"
  claim: "[specific verifiable claim]"
  source: "evidence/research-findings.md#[claim-id]"
  verification_method: "[how to verify]"
  required_for: "[method or feature]"

Failure Mode Requirements:

- error: "ERROR_CODE"
  description: "[what went wrong]"
  detection: "[how to detect]"
  recovery: "[how to recover]"
  timeout: "[seconds or N/A]"

Success Criteria Requirements:

- criterion: "[Measurable criterion]"
  measurement_method: |
    ```bash
    # Verification command
    ```
  threshold: "[PASS/FAIL condition]"
  evidence: "[What log proves it works]"
  status: "pending"
  priority: "critical | high | medium"

Update Progress: Set component_spec_complete to true

Step 5: Write Test Specification (Can Parallelize)

Action:

1. Copy template: _templates/test-spec.yaml.template
2. Define test requirements (coverage ≥80%, test counts)
3. For each method in component-spec:
   • Define 3+ unit test cases
   • Define coverage requirements (80-90%)
4. Define 3+ integration test scenarios
5. Define 4+ chaos test scenarios
6. Map success criteria to component-spec
7. Define verification commands

Test Case Format:

- name: "[Test case name]"
  input:
    [param]: "[value]"
  expected:
    [result]: "[expected value]"
  assertions:
    - "[assertion description]"

Update Progress: Set test_spec_complete to true

Step 6: Validate Specifications

Action:

1. Copy validation summary from Phase 0 example
2. Verify evidence alignment:
   • All claims in component-spec have evidence IDs
   • All evidence IDs trace to research-findings.md
   • All test requirements map to component methods
3. Verify completeness:
   • All 8 sections present in both specs
   • All failure modes have detection + recovery + timeout
   • All success criteria are measurable (PASS/FAIL)
4. Generate validation summary

Validation Checklist:

Evidence Alignment:
✅ All claims have evidence IDs
✅ All IDs trace to research-findings.md
✅ All tests map to component methods
✅ All thresholds verified numbers

Completeness:
✅ 8/8 sections in component-spec
✅ 8/8 sections in test-spec
✅ All failure modes documented
✅ All success criteria measurable

Gate Readiness:
✅ 3-6 criteria with verification commands
✅ Go/No-Go paths documented
✅ Iteration loop referenced

Output: VALIDATION_SUMMARY.md with PASS/FAIL result

Update Progress:

• Set validation_status to "PASS" or "FAIL"
• Set status to "specified"
• Mark component completed

Step 7: Offer Implementation (NEW in v2.0)

Action: After validation PASS, ask user:

✅ Specification complete: [Component Name]
Validation result: PASS

Would you like to implement this component now? (y/n)

If yes:
  - Implement component code
  - Run quality gates (typecheck, lint, test)
  - Update progress status to "implemented"

If no:
  - Update progress status to "specified"
  - Continue to next component

Implementation Workflow (if user confirms):

1. Spawn developer agent with component-spec.yaml
2. Implement all methods with failure modes in rad-engineer/src/
3. Write all tests from test-spec.yaml in rad-engineer/test/
4. Run quality gates:
   • cd rad-engineer && pnpm typecheck (must pass, 0 errors)
   • cd rad-engineer && pnpm lint (must pass)
   • cd rad-engineer && pnpm test (must pass, ≥80% coverage)
5. Update progress:
   • Set implementation_status to "implemented"
   • Add implementation files to list

Implementation Root: rad-engineer/ (see CLAUDE.md for structure)

Update Progress: Set implementation_status

Step 8: Update Progress and Report Next

Action:

1. Update PROGRESS.md with current component status
2. Calculate next pending component
3. Generate summary report

Return to User:

## ✅ Complete: [Component Name] (Phase [X])

### Status: SPECIFIED ✅

**Validation**: PASS
**Evidence Quality**: HIGH
**Files Created**: [list]

### Progress Updated

**Total Components**: 9
**Completed**: [N]
**Pending**: [9-N]

### Next Component

**Name**: [Next Component Name]
**Phase**: Phase [X]
**Action**: Ready to specify

### Ready to Continue

Type `/orchestrate-spec` to continue with next component

Progress File Management

Initial Creation

When PROGRESS.md doesn't exist:

Create from integration plan (SMART_ORCHESTRATOR_EXECUTE_INTEGRATION_PLAN.md):

components:
  - name: SDKIntegration
    phase: Phase-0
    status: specified # Already validated
    completed: "2026-01-05"

  - name: BaselineMeasurement
    phase: Phase-0
    status: pending

  - name: ResourceManager
    phase: Phase-1
    status: pending

  # ... all 9 components from plan

Recovery from Corruption

When PROGRESS.md is corrupted or missing:

Rebuild from filesystem scan:

# Scan specs directory structure
find specs/phase-* -name "VALIDATION_SUMMARY.md" | while read file; do
  # Extract component info from path
  # Mark as "specified" if VALIDATION_SUMMARY.md exists with PASS
done

Status Transitions

pending → researching → specified → (implementing) → implemented → verified

Auto-Detection Logic

Finding Next Component

Priority Order:

1. Current phase, first pending component
2. Next phase, first component
3. End of plan (all done)

Algorithm:

next_component = null
for phase in [Phase-0, Phase-1, Phase-2, Phase-3]:
  for component in components[phase]:
    if component.status == "pending":
      next_component = component
      break
  if next_component:
    break

Output: Next component name and phase

Full Workflow Example

User Session

User: /orchestrate-spec

Skill: Checking progress...
  → PROGRESS.md found
  → Current: SDKIntegration (specified)
  → Next: BaselineMeasurement (pending)

Skill: Starting specification for BaselineMeasurement...
  → Step 1: Research (2 parallel agents)
  → Step 2: Consolidate findings
  → Step 3: Write component spec
  → Step 4: Write test spec
  → Step 5: Validate

Skill: ✅ Specification complete: BaselineMeasurement
  Validation: PASS
  Files: [list]

Skill: Would you like to implement now? (y/n)

User: y

Skill: Implementing BaselineMeasurement...
  → Spawning developer agent
  → Implementing in rad-engineer/src/baseline/...
  → Writing tests in rad-engineer/test/baseline/...
  → Running quality gates...
  → PASS ✅

Skill: ✅ Implementation complete: BaselineMeasurement
  Progress updated: 2/9 components done
  Location: rad-engineer/src/baseline/

Skill: Next component: ResourceManager (Phase-1)
  Ready when you are: /orchestrate-spec

Constraints and Rules

CRITICAL: Agent Concurrency Limit

⛔ MAXIMUM 2-3 PARALLEL RESEARCH AGENTS
   Exceeding this causes system crash (verified: 5 agents = 685 threads)

Enforcement:

1. Count currently running agents before spawning
2. If count ≥ 2: Wait for completion
3. Only spawn when count < 2

Prohibited Patterns

NEVER use in research findings:

• "I think..." → Find primary source or mark as unknown
• "It should work..." → Test and document actual result
• "Probably..." → Verify or state "unknown"
• "We can assume..." → Document as assumption, not claim

NEVER use in specifications:

• Unverified claims → Must have evidence ID
• Missing failure modes → Every method needs 3-4 failure modes
• Non-measurable criteria → Must have PASS/FAIL threshold
• Hardcoded thresholds → Must be verified numbers from research

Quality Gates

Before marking specs as ready:

• All claims have verified sources
• All evidence IDs trace to research-findings.md
• All failure modes have detection + recovery + timeout
• All success criteria are measurable (binary)
• Test coverage ≥80% specified
• Go/No-Go criteria documented

Before marking implementation as ready:

• All methods implemented in rad-engineer/src/
• All tests written in rad-engineer/test/
• cd rad-engineer && pnpm typecheck passes (0 errors)
• cd rad-engineer && pnpm lint passes
• cd rad-engineer && pnpm test passes (≥80% coverage)

Component Catalog (From 16-Week Plan)

Phase 0: Prerequisites & Foundation (Week 1-4)

• ✅ SDK Integration - VALIDATED
• ⏳ Baseline Measurement - Pending

Phase 1: Core Orchestrator (Week 5-8)

• ⏳ ResourceManager - Resource limits, concurrent agent management
• ⏳ PromptValidator - Prompt size validation, sanitization
• ⏳ ResponseParser - Parse agent responses, extract outputs

Phase 2: Advanced Features (Week 9-12)

• ⏳ WaveOrchestrator - Wave execution, dependency management
• ⏳ StateManager - State persistence, recovery, compaction

Phase 3: Integration & Polish (Week 13-16)

• ⏳ ErrorRecoveryEngine - Retry logic, circuit breakers, saga pattern
• ⏳ SecurityLayer - Input sanitization, output scanning, audit logging

Error Handling

Progress File Missing

Detection: PROGRESS.md not found

Recovery:

1. Create from integration plan
2. Scan specs directory for existing components
3. Initialize all components as "pending"
4. Update existing ones to "specified" if VALIDATION_SUMMARY.md exists

Progress File Corrupted

Detection: Invalid YAML, missing fields

Recovery:

1. Backup corrupted file
2. Rebuild from filesystem scan
3. Cross-check with integration plan
4. Restore completed components from directory structure

Research Agents Return Speculation

Detection: Claims without source URLs, "I think" patterns

Recovery:

1. Re-prompt agent: "Use context7 MCP to verify against official documentation"
2. If still speculation, mark as "unknown" not "verified"
3. Document assumptions separately from claims

Validation FAIL

Detection: Validation summary shows FAIL result

Recovery:

1. Identify failing criteria from validation summary
2. Fix component-spec or test-spec
3. Re-run validation
4. Max 3 iterations, then escalate

Implementation Tests Fail

Detection: Quality gates fail (typecheck, lint, test)

Recovery:

1. Read error output from rad-engineer/
2. Spawn fix agent to address failures in rad-engineer/src/
3. Re-run quality gates: cd rad-engineer && pnpm typecheck && pnpm lint && pnpm test
4. Max 3 iterations, then mark as "blocked"

Dependencies

Required Tools

• context7 MCP: For retrieving library documentation
• Task tool: For spawning parallel research agents
• Templates: Located in _templates/ directory

Required Files

• .claude/orchestration/specs/_templates/*.template
• .claude/orchestration/specs/PROGRESS.md (auto-created)
• .claude/orchestration/docs/planning/SMART_ORCHESTRATOR_EXECUTE_INTEGRATION_PLAN.md
• .claude/orchestration/docs/planning/PHASE_GATE_ITERATION_PATTERN.md

External Documentation

• Phase 0 validated example
• Integration plan (16-week timeline)
• Phase gate iteration pattern

Success Metrics

Per Component:

• ✅ All claims verified against primary sources
• ✅ All evidence IDs trace to research findings
• ✅ All methods have documented failure modes
• ✅ All success criteria are measurable
• ✅ Test coverage ≥80% specified
• ✅ Validation summary with PASS result
• ✅ (Optional) Implementation passes quality gates

Overall:

• Time per component: 4-6 hours (spec), +2-4 hours (implement)
• Evidence quality: HIGH (no speculation)
• Spec quality: PRODUCTION-READY
• Implementation readiness: IMMEDIATE
• Progress tracking: AUTOMATIC

Quick Reference

Version: 2.0.0 (Enhanced with Auto-Progress) Status: VALIDATED and PRODUCTION-READY Last Updated: 2026-01-05 Validated Against: Phase 0 SDK Integration New in v2.0: Automatic progress tracking, next-component detection, optional implementation loop