recursive-communicator

The recursive-communicator skill provides structured protocols for managing recursive communication loops between the validation orchestrator, validation specialists, and the main feature implementer agent. It handles failure notifications, fix requests, re-validation triggers, and loop termination to ensure validation issues are resolved systematically.

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Install skill "recursive-communicator" with this command: npx skills add matteocervelli/llms/matteocervelli-llms-recursive-communicator

Purpose

The recursive-communicator skill provides structured protocols for managing recursive communication loops between the validation orchestrator, validation specialists, and the main feature implementer agent. It handles failure notifications, fix requests, re-validation triggers, and loop termination to ensure validation issues are resolved systematically.

When to Use

This skill auto-activates when you:

  • Communicate validation failures to the main agent

  • Request fixes from the main agent for validation issues

  • Trigger re-validation after main agent fixes

  • Manage recursive fix loops (failure → fix → re-check → repeat)

  • Track iteration counts in recursive communication

  • Prevent deadlocks in recursive loops

  • Escalate unresolvable validation issues

  • Log communication history for traceability

Provided Capabilities

  1. Failure Communication
  • Structured Failure Reports: Format validation failures for main agent

  • Detailed Error Information: Include file locations, line numbers, error messages

  • Suggested Fixes: Provide specialist recommendations for resolving issues

  • Priority Tagging: Mark critical vs. non-critical failures

  • Context Preservation: Include all relevant context for debugging

  1. Fix Request Management
  • Clear Fix Requests: Explicitly request main agent to fix specific issues

  • Action Items: Provide actionable list of fixes needed

  • Deadline Awareness: Track iteration limits (max 5)

  • Fix Verification: Confirm when main agent completes fixes

  • Re-validation Triggering: Signal specialists to re-check after fixes

  1. Re-validation Coordination
  • Re-check Signals: Trigger specialist re-validation after fixes

  • Iteration Tracking: Increment and track iteration counts

  • Status Updates: Communicate re-validation status to all parties

  • Loop Continuation: Determine if another iteration needed

  • Loop Termination: Identify when to exit recursive loop

  1. Deadlock Prevention
  • Max Iteration Limits: Enforce maximum 5 iterations per specialist

  • Timeout Detection: Identify stalled communication

  • Escalation Triggers: Escalate after max iterations or timeout

  • User Intervention Requests: Flag when human input needed

  • Graceful Degradation: Handle unresolvable issues without blocking workflow

  1. Communication Logging
  • Message History: Log all communication between agents

  • Iteration History: Track all iterations with timestamps

  • Fix History: Document all fixes attempted

  • Status Transitions: Log status changes (failed → fixing → re-checking → passed)

  • Audit Trail: Maintain complete communication audit trail

Usage Guide

Step 1: Detect Validation Failure

When a validation specialist reports failure:

Validation Failure Detected

Specialist: test-runner-specialist Phase: Test Execution Issue: 3 unit tests failing

Failure Details:

  • test_validation_coordinator.py::test_sequential_invocation - AssertionError
  • test_validation_coordinator.py::test_failure_tracking - KeyError
  • test_validation_coordinator.py::test_workflow_completion - AttributeError

Coverage: 73.2% (target: ≥80%)

Action Required: Activate recursive-communicator skill

Step 2: Format Failure Report

Use communication-protocol.md and message-templates.md to format structured report:

Failure Report Structure:

Validation Failure Report

Report ID: VFR-{issue-number}-{specialist-name}-{iteration} Generated: [YYYY-MM-DD HH:MM:SS] Issue: #{issue-number} - [Feature Name] Specialist: [Specialist Name] Phase: [Validation Phase] Iteration: [Current] / [Max (5)]


Failure Summary

Status: ❌ FAILED Failure Type: [Test Failures / Quality Issues / Security Vulnerabilities / E2E Failures] Severity: [Critical / High / Medium / Low] Impact: Blocks progression to [Next Phase]


Detailed Failures

Failure 1: [Test/Issue Name]

  • File: [File path]
  • Line: [Line number]
  • Error Type: [AssertionError / TypeError / SecurityError / etc.]
  • Error Message:

[Full error message from specialist]

  • Context: [Additional context about the failure]

Failure 2: [Test/Issue Name]

  • File: [File path]
  • Line: [Line number]
  • Error Type: [Error type]
  • Error Message:

[Full error message]

  • Context: [Additional context]

[... Additional failures ...]


Suggested Fixes

Fix for Failure 1

Recommendation: [Specialist's suggestion for fixing the issue] Approach: [Specific steps or code changes needed] Priority: [Critical / High / Medium / Low]

Fix for Failure 2

Recommendation: [Specialist's suggestion] Approach: [Specific steps] Priority: [Priority level]

[... Additional fix suggestions ...]


Required Actions

Main Agent (@feature-implementer-main):

  1. Review failure details above
  2. Implement suggested fixes (or alternative approach)
  3. Verify fixes locally (if possible)
  4. Signal completion to validation orchestrator
  5. Await re-validation

Expected Timeline: [Estimated time to fix] Escalation: If fixes cannot be completed, escalate to user


Re-validation Plan

After Fix Completion:

  1. Validation orchestrator will re-invoke [Specialist Name]
  2. Specialist will re-run [Tests/Checks]
  3. IF pass: Proceed to [Next Phase]
  4. IF fail: Iteration [Current+1] / [Max (5)]
  5. IF max iterations exceeded: Escalate to user intervention

Sent by: Validation Orchestrator (recursive-communicator skill) Awaiting: Main Agent Fix Completion

Step 3: Send Failure Report to Main Agent

Communicate failure report to @feature-implementer-main:

Communication Protocol:

Sending Failure Report

To: @feature-implementer-main From: @validation-orchestrator (via recursive-communicator) Type: Validation Failure Report Priority: [High/Medium/Low based on severity]

Message:

@feature-implementer-main: Validation failure detected during [Phase] validation.

[Full Failure Report from Step 2]

Please review and fix the above issues. Signal completion when ready for re-validation.

Status: Sent Timestamp: [YYYY-MM-DD HH:MM:SS] Awaiting Response: Yes

Step 4: Wait for Main Agent Fix

Monitor main agent activity:

Waiting State:

Awaiting Main Agent Fix

Current Status: Waiting for Fix Specialist: [Specialist Name] (paused) Iteration: [Current] / [Max (5)] Time Elapsed: [MM:SS since failure report sent] Timeout: 30 minutes (escalate if exceeded)

Main Agent Actions Expected:

  • Review failure report
  • Analyze failure root causes
  • Implement fixes
  • Verify fixes locally (optional)
  • Signal completion to validation orchestrator

Monitoring:

  • Check main agent status every 2 minutes
  • Log any main agent communications
  • Detect timeout if >30 minutes without response

Timeout Handling:

IF time_elapsed > 30 minutes WITHOUT main agent response:

  1. Log timeout event
  2. Send reminder to main agent
  3. IF still no response after reminder (5 minutes): a. Escalate to user intervention b. Flag as "unresponsive" c. Await user decision (abort / manual fix / extend timeout)

Step 5: Receive Fix Completion Signal

When main agent signals fix completion:

Fix Completion Confirmation:

Main Agent Fix Completed

Received From: @feature-implementer-main Timestamp: [YYYY-MM-DD HH:MM:SS] Fix Duration: [MM:SS from failure report to completion]

Main Agent Report: [Summary of fixes implemented by main agent]

Fixes Applied:

  • Fix 1: [Description of fix]
  • Fix 2: [Description of fix]
  • [... Additional fixes ...]

Verification:

  • Main agent confirmed fixes applied
  • Files modified: [List of changed files]
  • Ready for re-validation

Next Action: Trigger re-validation (Step 6)

Step 6: Trigger Re-validation

Re-invoke specialist for re-check:

Re-validation Trigger:

Triggering Re-validation

Specialist: [Specialist Name] Iteration: [Current+1] / [Max (5)] Previous Status: Failed Current Status: Re-checking

Re-invocation: @[specialist-name] re-check [validation type] for feature #{issue-number} Iteration: [Current+1] / [Max (5)] Previous failures: [List of failures from previous iteration] Fixes applied: [List of fixes from main agent]

Expected Outcomes:

  1. PASS: All previous failures resolved

    • Exit recursive loop
    • Proceed to next validation phase
    • Log success with iteration count
  2. FAIL (some/all failures persist):

    • Increment iteration count
    • Return to Step 1 (detect failure)
    • IF iteration <= 5: Repeat recursive loop
    • IF iteration > 5: Escalate (Step 7)

Status: Re-validation in Progress Timestamp: [YYYY-MM-DD HH:MM:SS]

Step 7: Handle Re-validation Result

Process specialist re-check output:

Result: PASS ✅

Re-validation Success

Specialist: [Specialist Name] Iteration: [Final] / [Max (5)] Status: ✅ PASSED

Previous Failures: [Count] failures Current Failures: 0 failures Resolution: All issues fixed by main agent

Iteration History:

  • Iteration 1: [X] failures
  • Iteration 2: [Y] failures
  • ...
  • Iteration [Final]: 0 failures (PASS)

Total Fix Time: [HH:MM:SS across all iterations]

Action: Exit recursive loop, proceed to [Next Phase] Communication: Notify main agent of success Logging: Log successful resolution and iteration count

Result: FAIL ❌

Re-validation Failure (Iteration [Current] / 5)

Specialist: [Specialist Name] Iteration: [Current] / [Max (5)] Status: ❌ STILL FAILING

Previous Failures: [Count from previous iteration] Current Failures: [Count from current iteration] New Failures: [Count of new failures introduced] Persistent Failures: [Count still failing]

Analysis:

  • Failures resolved: [List]
  • Failures persisting: [List]
  • New failures introduced: [List]

Decision: IF iteration < 5: ✅ Continue recursive loop ✅ Return to Step 2 (format new failure report) ✅ Increment iteration: [Current+1] / 5 ELSE (iteration >= 5): ⛔ Max iterations exceeded ⛔ Proceed to Step 8 (escalation)

Step 8: Escalate Unresolvable Issues

When max iterations (5) exceeded or timeout occurs:

Escalation Report:

Escalation: Unresolvable Validation Issue

Escalation ID: ESC-{issue-number}-{specialist-name}-{timestamp} Generated: [YYYY-MM-DD HH:MM:SS] Issue: #{issue-number} - [Feature Name] Specialist: [Specialist Name] Phase: [Validation Phase] Escalation Reason: [Max Iterations Exceeded / Timeout / Deadlock / Other]


Escalation Summary

Status: ⛔ UNRESOLVABLE (Requires User Intervention) Total Iterations: [Max (5)] Total Time: [HH:MM:SS across all iterations] Persistent Failures: [Count]


Iteration History

IterationFailuresFixes AppliedResult
1[Count][Summary]FAIL
2[Count][Summary]FAIL
3[Count][Summary]FAIL
4[Count][Summary]FAIL
5[Count][Summary]FAIL

Pattern Analysis: [Analysis of why failures persist across iterations]


Persistent Failures

[List of failures that remain unresolved after 5 iterations]

Failure 1: [Test/Issue Name]

  • File: [File path]
  • Line: [Line number]
  • Error: [Error message]
  • Iterations Failed: [1, 2, 3, 4, 5]
  • Fixes Attempted:
    • Iteration 1: [Fix attempted]
    • Iteration 2: [Fix attempted]
    • ...
  • Why Unresolved: [Analysis of why this failure persists]

[... Additional persistent failures ...]


Recommended Actions

Option 1: User Manual Fix

  • User reviews failures and provides manual fix
  • Validation orchestrator re-runs after user fix
  • Risk: Requires user expertise

Option 2: Skip Validation

  • Mark validation as "failed but proceeding"
  • Document known issues
  • Risk: Deploy with known failures

Option 3: Abort Feature

  • Stop implementation
  • Return feature to design phase
  • Risk: Wasted effort on implementation

Option 4: Extend Max Iterations

  • Allow additional iterations (e.g., 3 more)
  • Continue recursive loop
  • Risk: Potentially infinite loop

Escalated To: User / Main Orchestrator Awaiting Decision: [Option 1 / Option 2 / Option 3 / Option 4] Validation Workflow: PAUSED


Sent by: Validation Orchestrator (recursive-communicator skill)

Step 9: Log Communication History

Maintain complete audit trail:

Communication Log Entry:

Communication Log

Entry ID: LOG-{issue-number}-{specialist-name}-{iteration}-{timestamp}

Participants:

  • Validation Orchestrator (@validation-orchestrator)
  • Specialist (@[specialist-name])
  • Main Agent (@feature-implementer-main)

Communication Flow:

[Timestamp 1] Specialist → Orchestrator: Validation failure detected

  • Failures: [Count]
  • Details: [Summary]

[Timestamp 2] Orchestrator → Main Agent: Failure report sent (Iteration 1/5)

  • Report ID: VFR-{issue-number}-{specialist-name}-1
  • Status: Awaiting Fix

[Timestamp 3] Main Agent → Orchestrator: Fix completion signal

  • Duration: [MM:SS]
  • Fixes: [Summary]

[Timestamp 4] Orchestrator → Specialist: Re-validation triggered (Iteration 2/5)

  • Status: Re-checking

[Timestamp 5] Specialist → Orchestrator: Re-validation result (PASS)

  • Status: ✅ All failures resolved
  • Final iteration: 2/5

[Timestamp 6] Orchestrator → Main Agent: Success notification

  • Status: Validation passed
  • Proceed to: [Next Phase]

Total Messages: 6 Total Iterations: 2 Total Duration: [HH:MM:SS] Outcome: Success

Best Practices

  1. Clear Communication
  • Use structured message templates (from message-templates.md)

  • Include all relevant context (files, lines, errors)

  • Provide actionable fix suggestions

  • Specify expected outcomes clearly

  1. Iteration Tracking
  • Always track current/max iterations

  • Log every iteration with timestamp

  • Document fixes attempted in each iteration

  • Analyze patterns across iterations

  1. Timeout Management
  • Set reasonable timeouts (default: 30 minutes)

  • Send reminders before escalation

  • Log timeout events

  • Escalate gracefully when timeout exceeded

  1. Deadlock Prevention
  • Enforce strict max iterations (5)

  • Detect circular failures (same failure across iterations)

  • Escalate when progress stalls

  • Provide escape routes (skip validation, user intervention)

  1. Comprehensive Logging
  • Log all messages between agents

  • Track status transitions

  • Document fix attempts

  • Maintain audit trail for troubleshooting

  1. Graceful Escalation
  • Provide context when escalating

  • Offer multiple resolution options

  • Include iteration history and analysis

  • Make escalation actionable for user

Resources

communication-protocol.md

Comprehensive protocol for agent-to-agent communication including:

  • Message formatting standards

  • Communication flow patterns

  • Status signaling conventions

  • Timeout and escalation procedures

  • Error handling protocols

message-templates.md

Pre-defined message templates for common scenarios:

  • Failure report template

  • Fix request template

  • Re-validation trigger template

  • Success notification template

  • Escalation report template

  • Communication log template

Example Usage

Input (Validation Failure)

Specialist: test-runner-specialist Status: FAILED Failures:

  • 3 unit tests failing
  • Coverage: 73.2% (target: 80%)

Error Details: test_validation_coordinator.py::test_sequential_invocation - AssertionError test_validation_coordinator.py::test_failure_tracking - KeyError test_validation_coordinator.py::test_workflow_completion - AttributeError

Output (Recursive Communication Flow)

Recursive Communication: Feature #47 (Iteration 1/5)

Step 1: Failure Detection

Status: ❌ Test failures detected by test-runner-specialist Failures: 3 tests, coverage below target

Step 2: Failure Report Formatted

Report ID: VFR-47-test-runner-1 Sent To: @feature-implementer-main Content: Detailed failure report with error messages and fix suggestions

Step 3: Awaiting Fix

Status: Waiting for main agent fix Elapsed: 00:08:32 Timeout: 30 minutes

Step 4: Fix Completed

Status: Main agent fixed issues Duration: 00:08:32 Fixes: Implementation logic errors in validation_coordinator.py

Step 5: Re-validation Triggered

Status: Re-invoking test-runner-specialist (Iteration 2/5) Action: Re-run tests with fixed implementation

Step 6: Re-validation Result

Status: ❌ 1 test still failing (improvement from 3) Action: Continue to Iteration 2

[Iteration 2 begins... follows same flow]

Final Result (Iteration 3)

Status: ✅ ALL TESTS PASS, Coverage 87.3% Total Iterations: 3/5 Total Time: 00:24:15 Outcome: Exit recursive loop, proceed to Code Quality phase

Integration

This skill is used by:

  • validation-orchestrator agent during Phase 5: Validation

  • Activates automatically when validation failures occur

  • Works in conjunction with validation-coordinator skill for workflow management

  • Enables recursive communication pattern between validation specialists and main agent

  • Critical for resolving validation issues before deployment

Version: 2.0.0 Auto-Activation: Yes (when validation failures occur) Phase: 5 (Validation) Created: 2025-10-29

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