diff --git a/README.md b/README.md index d15b5a9..4b962b9 100644 --- a/README.md +++ b/README.md @@ -355,6 +355,7 @@ Where: - [โš™๏ธ Configuration Guide](docs/CONFIGURATION_GUIDE.md) - All configuration options - [๐Ÿ”Œ Connection Guide](docs/CONNECTION_GUIDE.md) - How to connect FlakeStorm to your agent - [๐Ÿงช Test Scenarios](docs/TEST_SCENARIOS.md) - Real-world examples with code +- [๐Ÿ”— Integrations Guide](docs/INTEGRATIONS_GUIDE.md) - HuggingFace models & semantic similarity ### For Developers - [๐Ÿ—๏ธ Architecture & Modules](docs/MODULES.md) - How the code works diff --git a/docs/IMPLEMENTATION_CHECKLIST.md b/docs/IMPLEMENTATION_CHECKLIST.md index 5903a5e..90ca541 100644 --- a/docs/IMPLEMENTATION_CHECKLIST.md +++ b/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 | โœ… Complete | 100% | | CLI Phase 5: V2 Features | โœ… Complete | 90% | | CLI Phase 6: Essential Mutations | โœ… Complete | 100% | +| CLI Phase 7: V2 Advanced Features | ๐Ÿšง Roadmap | 0% | | Documentation | โœ… 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