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Update documentation to clarify the integration process and enhance troubleshooting steps. Revise README.md and USAGE_GUIDE.md to include new integration examples and common error resolutions. Ensure consistency in terminology and provide additional context for users.

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docs/IMPLEMENTATION_CHECKLIST.md
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@ -174,312 +174,6 @@ This document tracks the implementation progress of flakestorm - The Agent Relia
---
### Phase 7: V2 Advanced Features (Roadmap - Open for Community Contribution)
> **Note**: These features are planned for future releases and are open for community contribution. See [CONTRIBUTING.md](CONTRIBUTING.md) for how to contribute.
#### System-Level Chaos Engineering
**Goal**: Test agent resilience to infrastructure failures and system-level issues.
- [ ] **Latency Injection**
- Simulate network delays and slow responses
- Test agent timeout handling
- Configurable delay patterns (constant, variable, spike)
- Integration with HTTP adapter
- [ ] **Network Failure Simulation**
- Simulate connection timeouts
- Simulate connection errors
- Simulate partial responses
- Test retry logic and error handling
- [ ] **Rate Limiting & Throttling**
- Test agent behavior under rate limits
- Simulate 429 (Too Many Requests) responses
- Test backoff strategies
- Concurrent request testing
- [ ] **Resource Exhaustion Testing**
- Memory pressure simulation
- CPU stress testing
- Token limit testing (input/output)
- Context window boundary testing
#### Advanced Adversarial Attacks
**Goal**: Test against sophisticated attack techniques from security research.
- [ ] **Advanced Prompt Injection Techniques**
- Multi-turn injection attacks
- Role-playing attacks ("You are now...")
- DAN (Do Anything Now) variants
- Indirect prompt injection
- Prompt injection via context/retrieval
- [ ] **Jailbreak Techniques**
- Obfuscation-based jailbreaks
- Logic-based jailbreaks
- Encoding-based jailbreaks
- Multi-language jailbreaks
- Adversarial suffix attacks
- [ ] **Adversarial Examples Library**
- Integration with research datasets (AdvBench, etc.)
- Known attack patterns from literature
- Community-contributed attack patterns
- Attack pattern versioning and updates
- [ ] **Fuzzing Engine**
- Structure-aware fuzzing for JSON/structured inputs
- Grammar-based fuzzing
- Mutation-based fuzzing
- Coverage-guided fuzzing
- Crash detection and reporting
#### Multi-Turn Conversation Testing
**Goal**: Test agents in realistic conversation scenarios.
- [ ] **Conversation Context Testing**
- Multi-turn conversation flows
- Context retention testing
- Context window management
- Conversation state tracking
- [ ] **Conversation Mutation**
- Mutate conversation history
- Test context poisoning attacks
- Test conversation hijacking
- Test memory manipulation
- [ ] **Session Management Testing**
- Session persistence testing
- Session timeout handling
- Session isolation testing
- Cross-session contamination testing
#### State & Memory Testing
**Goal**: Test agent state management and memory behavior.
- [ ] **State Persistence Testing**
- Test state across requests
- Test state isolation
- Test state corruption scenarios
- Test state recovery
- [ ] **Memory Testing**
- Test memory leaks
- Test memory limits
- Test context window management
- Test long-term memory behavior
- [ ] **Consistency Testing**
- Test response consistency across runs
- Test deterministic behavior
- Test reproducibility
- Test version drift detection
#### Performance & Scalability Chaos
**Goal**: Test agent performance under various load conditions.
- [ ] **Concurrent Request Testing**
- Parallel request execution
- Race condition testing
- Resource contention testing
- Load testing capabilities
- [ ] **Performance Regression Testing**
- Baseline performance tracking
- Performance degradation detection
- Latency spike detection
- Throughput testing
- [ ] **Scalability Testing**
- Test with increasing load
- Test with increasing context size
- Test with increasing mutation count
- Resource usage monitoring
#### Advanced Mutation Strategies
**Goal**: More sophisticated mutation generation techniques.
- [ ] **Gradient-Based Mutations**
- Use model gradients to find adversarial examples
- Targeted mutation generation
- High-confidence failure case generation
- [ ] **Evolutionary Mutation**
- Genetic algorithm for mutation generation
- Evolve mutations that cause failures
- Adaptive mutation strategies
- [ ] **Model-Specific Attacks**
- Attacks tailored to specific model architectures
- Tokenizer-specific attacks
- Model version-specific attacks
- [ ] **Domain-Specific Mutations**
- Industry-specific mutation templates
- Compliance-focused mutations (HIPAA, GDPR)
- Financial domain mutations
- Healthcare domain mutations
#### Advanced Assertions & Verification
**Goal**: More sophisticated ways to verify agent behavior.
- [ ] **Multi-Modal Assertions**
- Image input/output testing (if applicable)
- Audio input/output testing
- Structured data validation
- File attachment testing
- [ ] **Behavioral Assertions**
- Action sequence validation
- Tool usage verification
- API call verification
- Side effect detection
- [ ] **Compliance Assertions**
- Regulatory compliance checks
- Privacy compliance (GDPR, CCPA)
- Accessibility compliance
- Ethical AI guidelines
- [ ] **Statistical Assertions**
- Response distribution testing
- Variance analysis
- Outlier detection
- Trend analysis
#### Observability & Debugging
**Goal**: Better insights into why agents fail.
- [ ] **Failure Analysis Engine**
- Automatic root cause analysis
- Failure pattern detection
- Common failure mode identification
- Failure clustering
- [ ] **Debugging Tools**
- Interactive mutation explorer
- Response diff viewer
- Context inspector
- State visualization
- [ ] **Traceability**
- Full request/response tracing
- Mutation lineage tracking
- Decision path visualization
- Audit logging
#### Regression Testing & CI/CD
**Goal**: Integrate flakestorm into development workflows.
- [ ] **Regression Detection**
- Compare runs over time
- Detect performance regressions
- Detect behavior regressions
- Baseline management
- [ ] **CI/CD Integration**
- GitHub Actions integration
- GitLab CI integration
- Jenkins integration
- Pre-commit hooks
- [ ] **Test Result Tracking**
- Historical result storage
- Trend visualization
- Alerting on regressions
- Dashboard for test results
#### Distributed & Cloud Features
**Goal**: Scale testing beyond local hardware.
- [ ] **Distributed Execution**
- Run tests across multiple machines
- Parallel mutation execution
- Distributed result aggregation
- Cloud execution support
- [ ] **Test Result Sharing**
- Share test results across team
- Collaborative test development
- Test result comparison
- Benchmark sharing
- [ ] **Cloud Model Support**
- Support for cloud LLM APIs
- Multi-provider support (OpenAI, Anthropic, etc.)
- Cost tracking
- Rate limit management
#### Research & Experimental Features
**Goal**: Cutting-edge testing techniques from research.
- [ ] **Red Teaming Framework**
- Systematic red teaming workflows
- Attack scenario templates
- Red team report generation
- Attack effectiveness scoring
- [ ] **Adversarial Training Integration**
- Generate training data from failures
- Export failure cases for fine-tuning
- Training loop integration
- Model improvement suggestions
- [ ] **Explainability Testing**
- Test explanation quality
- Test explanation consistency
- Test explanation accuracy
- Explanation robustness
- [ ] **Fairness & Bias Testing**
- Demographic parity testing
- Equalized odds testing
- Bias detection
- Fairness metrics
#### Community & Ecosystem
**Goal**: Build a thriving ecosystem around flakestorm.
- [ ] **Plugin System**
- Custom mutation type plugins
- Custom assertion plugins
- Custom adapter plugins
- Plugin marketplace
- [ ] **Template Library**
- Community-contributed mutation templates
- Industry-specific templates
- Attack pattern templates
- Best practice templates
- [ ] **Integration Libraries**
- LangChain deep integration
- LlamaIndex integration
- AutoGPT integration
- Custom framework adapters
- [ ] **Benchmark Suite**
- Standardized benchmarks
- Public leaderboard
- Model comparison tools
- Performance baselines
---
## Progress Summary
| Phase | Status | Completion |
@ -490,7 +184,6 @@ This document tracks the implementation progress of flakestorm - The Agent Relia
| CLI Phase 4: CLI & Reporting | ✅ Complete | 100% |
| CLI Phase 5: V2 Features | ✅ Complete | 90% |
| CLI Phase 6: Essential Mutations | ✅ Complete | 100% |
| CLI Phase 7: V2 Advanced Features | 🚧 Roadmap | 0% |
| Documentation | ✅ Complete | 100% |
---
@ -503,12 +196,5 @@ This document tracks the implementation progress of flakestorm - The Agent Relia
3. **PyPI Release**: Prepare and publish to PyPI
4. **Community Launch**: Publish to Hacker News and Reddit
### Future Roadmap (Phase 7)
See **Phase 7: V2 Advanced Features** above for comprehensive roadmap of advanced chaos engineering and adversarial testing features. These are open for community contribution - see [CONTRIBUTING.md](CONTRIBUTING.md) for how to get involved.
**Priority Areas for Community Contribution:**
1. **System-Level Chaos** - Most requested feature for production testing
2. **Multi-Turn Conversations** - Critical for conversational agents
3. **Advanced Prompt Injection** - Essential for security testing
4. **CI/CD Integration** - High value for development workflows
5. **Plugin System** - Enables ecosystem growth
### Future Roadmap
See [ROADMAP.md](ROADMAP.md) for comprehensive roadmap of advanced chaos engineering and adversarial testing features. These are open for community contribution - see [CONTRIBUTING.md](CONTRIBUTING.md) for how to get involved.