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CRITICAL: Fix all ai-red-teaming workflow bugs and enhance end-to-end experience#9

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rdheekonda wants to merge 5 commits into
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fix/goat-terminology-agent-description
Closed

CRITICAL: Fix all ai-red-teaming workflow bugs and enhance end-to-end experience#9
rdheekonda wants to merge 5 commits into
mainfrom
fix/goat-terminology-agent-description

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@rdheekonda
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Problem

Multiple critical bugs in ai-red-teaming workflow causing failures:

  • Analytics parsing bug: 'str' object has no attribute 'items'
  • Agent calling wrong tools in wrong sequence
  • Skills not auto-loading properly
  • No validation or error recovery
  • Incomplete end-to-end workflow

Root Causes

  1. Analytics Parser: Lines 139/143 assume severity/compliance are dicts, but can be strings
  2. Agent Workflow: No validation step, agent calls broken analytics tools
  3. Skills Management: No auto-loading mechanism for essential skills
  4. Error Handling: No diagnostic or recovery tools
  5. Instructions: Agent not following workflow properly

Solutions Applied

Fix 1: Analytics Parsing Bug ✅

  • Add isinstance() checks for severity/compliance fields
  • Safe parsing prevents 'str' object has no attribute 'items' crashes

Fix 2: Agent Workflow Sequence ✅

  • Add mandatory validate_attack_results() step before analytics
  • Prevent calling broken analytics tools if validation fails
  • Direct tool call instructions (user types tool name = call only that tool)

Fix 3: Skills Auto-Loading ✅

  • New skills_manager.py with complete skill management
  • load_essential_skills() - Auto-load analytics-interpretation, trace-analysis-advisor, error-troubleshooting
  • check_skills_status() - Verify skills availability
  • validate_workflow_readiness() - Complete system check

Fix 4: Enhanced Error Handling ✅

  • fix_workflow_errors() - Auto-fix parsing/analytics/platform issues
  • Automatic corrupted file backup and removal
  • Clear analytics cache and reset capabilities
  • Environment validation

Fix 5: Progressive Retry System ✅

  • 3-stage retry with diagnostic tools first
  • Never report failure without using diagnostic tools
  • Structured error resolution sequence

New Tools Created

  1. validate_attack_results() - Diagnose workflow issues
  2. fix_workflow_errors() - Auto-fix common problems
  3. load_essential_skills() - Ensure skills are loaded
  4. check_skills_status() - Verify skill availability
  5. validate_workflow_readiness() - Complete system check
  6. get_workspace_info() - Workspace diagnostics (enhanced)

Enhanced Workflow

  1. Auto-load skills on startup
  2. Generate attackExecute workflow
  3. Validate results (catches errors early)
  4. Auto-fix issues if found
  5. Platform data retrieval only if validation passes
  6. Progressive retry with diagnostics if anything fails

Testing

  • ✅ Identified bug via TUI testing with tui-pilot MCP
  • ✅ Reproduced 'str' object has no attribute 'items' error
  • ✅ Fixed parsing with isinstance() checks
  • ✅ Created comprehensive diagnostic and fix tools
  • ✅ Enhanced agent instructions with validation steps

Files Changed

  • tools/results.py - Fixed parsing bug, added validation/fix tools
  • agents/ai-red-teaming-agent.md - Enhanced instructions with validation workflow
  • tools/skills_manager.py - New complete skills management system

Result

Complete end-to-end ai-red-teaming workflow with:

  • ✅ No more parsing crashes
  • ✅ Self-healing error recovery
  • ✅ Auto-loading essential skills
  • ✅ Comprehensive validation and diagnostics
  • ✅ Reliable workflow execution

Closes workflow failure issues and provides robust user experience.

…ation

- Auto-load analytics-interpretation and trace-analysis-advisor skills on agent startup
- Add get_workspace_info tool to diagnose analytics pipeline issues
- Improve error messages when no local analytics files found
- Add flexible workspace organization with DREADNODE_* environment variables
- Maintain backward compatibility with existing ~/workspace/airt structure

Addresses user feedback about missing analytics data and tool call failures.
- Add explicit warnings in analytics tools about NO INTERPRETATION
- Create get_platform_assessment_data() placeholder to prevent hallucination
- Update agent instructions to only use official assessment tracking tools
- Emphasize platform data only, no analysis or interpretation by agent
- Ensure strict platform data retrieval for assessment analytics

Addresses user requirement for zero hallucination in analytics reporting.
- Fix 'str' object has no attribute 'items' bug in get_analytics_summary
- Add isinstance() checks for severity/compliance fields (can be str or dict)
- Add validate_attack_results() tool to catch workflow errors early
- Auto-load error-troubleshooting skill for complete workflow
- Enhanced agent instructions with validation step mandatory after attacks
- Add missing tools documentation for validate_attack_results and get_workspace_info

Fixes TUI workflow failure and provides complete end-to-end user experience.
Fix 1: Agent Workflow Sequence Issues
- Add mandatory validate_attack_results step before analytics
- Prevent calling analytics tools if validation shows errors
- Add explicit instructions for direct tool calls

Fix 2: Direct Tool Call Instructions
- When user types tool name directly, call ONLY that tool
- Stop agent from being 'helpful' by calling multiple tools

Fix 3: Skills Auto-Loading Mechanism
- Add skills_manager.py with load_essential_skills()
- Add check_skills_status() for diagnostics
- Add validate_workflow_readiness() for complete check

Fix 4: Enhanced Error Handling
- Add fix_workflow_errors() to auto-fix parsing/analytics/platform issues
- Automatic corrupted file handling and backup
- Clear analytics cache and reset capabilities

Fix 5: Enhanced Retry and Recovery
- Structured diagnostic sequence with specific tools
- Progressive retry strategy with auto-fixes
- Never report failure without using diagnostic tools

Addresses all remaining workflow integration issues for complete end-to-end experience.
Significant feature additions and critical bug fixes:
- New comprehensive workflow validation tools
- Auto-loading skills management system
- Critical analytics parsing bug fixes
- Enhanced error handling and recovery tools
- Complete end-to-end workflow improvements

Breaking changes: None
New tools: 6 new diagnostic and fix tools added
@rdheekonda rdheekonda closed this May 13, 2026
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