diff --git a/docs/IMPLEMENTATION_CHECKLIST.md b/docs/IMPLEMENTATION_CHECKLIST.md index 90ca541..19d38a4 100644 --- a/docs/IMPLEMENTATION_CHECKLIST.md +++ b/docs/IMPLEMENTATION_CHECKLIST.md @@ -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.