# flakestorm Implementation Checklist This document tracks the implementation progress of flakestorm - The Agent Reliability Engine. ## CLI Version (Open Source - Apache 2.0) ### Phase 1: Foundation (Week 1-2) #### Project Scaffolding - [x] Initialize Python project with pyproject.toml - [x] Set up Rust workspace with Cargo.toml - [x] Create Apache 2.0 LICENSE file - [x] Write comprehensive README.md - [x] Create flakestorm.yaml.example template - [x] Set up project structure (src/flakestorm/*) - [x] Configure pre-commit hooks (black, ruff, mypy) #### Configuration System - [x] Define Pydantic models for configuration - [x] Implement YAML loading/validation - [x] Support environment variable expansion - [x] Create configuration factory functions - [x] Add configuration validation tests #### Agent Protocol/Adapter - [x] Define AgentProtocol interface - [x] Implement HTTPAgentAdapter - [x] Implement PythonAgentAdapter - [x] Implement LangChainAgentAdapter - [x] Create adapter factory function - [x] Add retry logic for HTTP adapter --- ### Phase 2: Mutation Engine (Week 2-3) #### Ollama Integration - [x] Create MutationEngine class - [x] Implement Ollama client wrapper - [x] Add connection verification - [x] Support async mutation generation - [x] Implement batch generation #### Mutation Types & Templates - [x] Define MutationType enum - [x] Create Mutation dataclass - [x] Write templates for PARAPHRASE - [x] Write templates for NOISE - [x] Write templates for TONE_SHIFT - [x] Write templates for PROMPT_INJECTION - [x] Add mutation validation logic - [x] Support custom templates #### Rust Performance Bindings - [x] Set up PyO3 bindings - [x] Implement robustness score calculation - [x] Implement weighted score calculation - [x] Implement Levenshtein distance - [x] Implement parallel processing utilities - [x] Build and test Rust module - [x] Integrate with Python package --- ### Phase 3: Runner & Assertions (Week 3-4) #### Async Runner - [x] Create FlakeStormRunner class - [x] Implement orchestrator logic - [x] Add concurrency control with semaphores - [x] Implement progress tracking - [x] Add setup verification #### Invariant System - [x] Create InvariantVerifier class - [x] Implement ContainsChecker - [x] Implement LatencyChecker - [x] Implement ValidJsonChecker - [x] Implement RegexChecker - [x] Implement SimilarityChecker - [x] Implement ExcludesPIIChecker - [x] Implement RefusalChecker - [x] Add checker registry --- ### Phase 4: CLI & Reporting (Week 4-5) #### CLI Commands - [x] Set up Typer application - [x] Implement `flakestorm init` command - [x] Implement `flakestorm run` command - [x] Implement `flakestorm verify` command - [x] Implement `flakestorm report` command - [x] Implement `flakestorm score` command - [x] Add CI mode (--ci --min-score) - [x] Add rich progress bars #### Report Generation - [x] Create report data models - [x] Implement HTMLReportGenerator - [x] Create interactive HTML template - [x] Implement JSONReportGenerator - [x] Implement TerminalReporter - [x] Add score visualization - [x] Add mutation matrix view --- ### Phase 5: V2 Features (Week 5-7) #### Environment Chaos & Context Attacks - [x] ChaosConfig (tool_faults, llm_faults, context_attacks as list or dict) - [x] ChaosInterceptor: memory_poisoning applied to input before invoke; LLM faults (timeout before call, others after) - [x] context_attacks: indirect_injection, memory_poisoning (strategy prepend/append/replace), normalize_context_attacks - [x] Per-scenario context_attacks in contract.chaos_matrix #### Behavioral Contracts - [x] ContractEngine: (invariant × scenario) cells with optional reset (reset_endpoint / reset_function) - [x] system_prompt_leak_probe via contract invariant `probes`; behavior_unchanged with baseline auto/manual - [x] Stateful detection and warning when no reset configured #### Replay Regression - [x] ReplaySessionConfig with `file` (load from file) or inline id/input; validation require id+input when no file - [x] ReplayConfig.sources (LangSmith project or run_id) with auto_import #### Scoring & Config - [x] ScoringConfig (mutation, chaos, contract, replay) weights must sum to 1.0 - [x] AgentConfig.reset_endpoint, reset_function; ModelConfig api_key env-only - [x] Mutation count max 50 (OSS); 22+ mutation types #### HuggingFace Integration - [x] Create HuggingFaceModelProvider - [x] Support GGUF model downloading - [x] Add recommended models list - [x] Integrate with Ollama model importing #### Vector Similarity - [x] Create LocalEmbedder class - [x] Integrate sentence-transformers - [x] Implement similarity calculation - [x] Add lazy model loading --- ### Testing & Quality #### Unit Tests - [x] Test configuration loading - [x] Test mutation types - [x] Test assertion checkers - [ ] Test agent adapters - [ ] Test orchestrator - [ ] Test report generation #### Integration Tests - [ ] Test full run with mock agent - [ ] Test CLI commands - [ ] Test report generation #### Documentation - [x] Write README.md - [x] Create IMPLEMENTATION_CHECKLIST.md - [x] Create ARCHITECTURE_SUMMARY.md - [x] Create API_SPECIFICATION.md - [x] Create CONTRIBUTING.md - [x] Create CONFIGURATION_GUIDE.md --- ### Phase 6: Essential Mutations (Week 7-8) #### Core Mutation Types - [x] Add ENCODING_ATTACKS mutation type - [x] Add CONTEXT_MANIPULATION mutation type - [x] Add LENGTH_EXTREMES mutation type - [x] Update MutationType enum with all 8 types - [x] Create templates for new mutation types - [x] Update mutation validation for edge cases #### Configuration Updates - [x] Update MutationConfig defaults - [x] Update example configuration files - [x] Update orchestrator comments #### Documentation Updates - [x] Update README.md with comprehensive mutation types table - [x] Add Mutation Strategy section to README - [x] Update API_SPECIFICATION.md with all 8 types - [x] Update MODULES.md with detailed mutation documentation - [x] Add Mutation Types Guide to CONFIGURATION_GUIDE.md - [x] Add Understanding Mutation Types to USAGE_GUIDE.md - [x] Add Mutation Type Deep Dive to TEST_SCENARIOS.md --- ## Progress Summary | Phase | Status | Completion | |-------|--------|------------| | CLI Phase 1: Foundation | ✅ Complete | 100% | | CLI Phase 2: Mutation Engine | ✅ Complete | 100% | | CLI Phase 3: Runner & Assertions | ✅ Complete | 100% | | CLI Phase 4: CLI & Reporting | ✅ Complete | 100% | | CLI Phase 5: V2 Features | ✅ Complete | 90% | | CLI Phase 6: Essential Mutations | ✅ Complete | 100% | | 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 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.