Add Integrations Guide to README.md and outline Phase 7 roadmap in IMPLEMENTATION_CHECKLIST.md

README.md

@@ -355,6 +355,7 @@ Where:
 - [⚙️ Configuration Guide](docs/CONFIGURATION_GUIDE.md) - All configuration options
 - [🔌 Connection Guide](docs/CONNECTION_GUIDE.md) - How to connect FlakeStorm to your agent
 - [🧪 Test Scenarios](docs/TEST_SCENARIOS.md) - Real-world examples with code
+- [🔗 Integrations Guide](docs/INTEGRATIONS_GUIDE.md) - HuggingFace models & semantic similarity
 
 ### For Developers
 - [🏗️ Architecture & Modules](docs/MODULES.md) - How the code works

docs/IMPLEMENTATION_CHECKLIST.md

@@ -174,6 +174,312 @@ 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 |
@@ -184,13 +490,25 @@ 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% |
 
 ---
 
 ## Next Steps
 
+### Immediate (Current Sprint)
 1. **Rust Build**: Compile and integrate Rust performance module
 2. **Integration Tests**: Add full integration test suite
 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