diff --git a/.planning/STATE.md b/.planning/STATE.md index 9efadf8..02c98b9 100644 --- a/.planning/STATE.md +++ b/.planning/STATE.md @@ -1,7 +1,7 @@ # Project State & Progress **Last Updated:** 2026-01-27 -**Current Status:** Phase 1, Plan 2 complete - conversation context management implemented +**Current Status:** Phase 1 complete - intelligent model switching implemented --- @@ -11,9 +11,9 @@ |--------|-------| | **Milestone** | v1.0 Core (Phases 1-5) | | **Current Phase** | 01: Model Interface & Switching | -| **Current Plan** | 02 of 3 (in phase) | -| **Overall Progress** | 2/15 phases complete | -| **Progress Bar** | ████░░░░░░░░ 13% | +| **Current Plan** | 3 of 3 (phase complete) | +| **Overall Progress** | 1/15 phases complete | +| **Progress Bar** | █████░░░░░░░░░ 20% | | **Model Profile** | Budget (haiku priority) | --- @@ -42,18 +42,19 @@ - **2026-01-27**: Configured GSD workflow with MCP tools (Hugging Face, WebSearch) - **2026-01-27**: **EXECUTED** Phase 1, Plan 1 - Created LM Studio connectivity and resource monitoring foundation - **2026-01-27**: **EXECUTED** Phase 1, Plan 2 - Implemented conversation context management and memory system - +- **2026-01-27**: **EXECUTED** Phase 1, Plan 3 - Integrated intelligent model switching and CLI interface --- - ## What's Next -**Phase 1, Plan 3: Intelligent model switching integration** -- Implement model selection based on system resources -- Create seamless switching between LM Studio models -- Add context preservation during model changes -- Implement failure recovery and fallback mechanisms +Phase 1 complete. Ready for Phase 2: Safety & Sandboxing -Status: Ready to execute 01-03-PLAN.md when available. +Next phase requirements: +- Implement sandbox execution environment for generated code +- Multi-level security assessment (LOW/MEDIUM/HIGH/BLOCKED) +- Audit logging with tamper detection +- Resource-limited container execution + +Status: Ready to execute 02-01-PLAN.md when available. --- @@ -74,4 +75,10 @@ None — all prerequisites met, dependencies identified, approach approved. **MCP Integration**: - Hugging Face Hub: enabled (model discovery, datasets, papers) -- Web Research: enabled (current practices, architecture patterns) + - Web Research: enabled (current practices, architecture patterns) + +## Session Continuity + +Last session: 2026-01-27T17:34:30Z +Stopped at: Completed 01-03-PLAN.md +Resume file: None diff --git a/.planning/phases/01-model-interface/01-03-SUMMARY.md b/.planning/phases/01-model-interface/01-03-SUMMARY.md new file mode 100644 index 0000000..08a6261 --- /dev/null +++ b/.planning/phases/01-model-interface/01-03-SUMMARY.md @@ -0,0 +1,131 @@ +--- +phase: 01-model-interface +plan: 03 +subsystem: models, orchestration, cli +tags: [intelligent-switching, model-manager, resource-monitoring, context-preservation, argparse] + +# Dependency graph +requires: + - phase: 01-model-interface + plan: 01 + provides: "LM Studio connectivity and resource monitoring foundation" + - phase: 01-model-interface + plan: 02 + provides: "Conversation context management and memory system" +provides: + - Intelligent model selection and switching logic based on resources and context + - Core Mai orchestration class coordinating all subsystems + - CLI entry point for testing model switching and monitoring + - Integrated system with seamless conversation processing +affects: [02-safety, 03-resource-management, 05-conversation-engine] + +# Tech tracking +tech-stack: + added: [argparse for CLI, asyncio for async operations, yaml for configuration] + patterns: [Model selection algorithms, silent switching, fallback chains, orchestration pattern] + +key-files: + created: [src/models/model_manager.py, src/mai.py, src/__main__.py] + modified: [] + +key-decisions: + - "Used async/await patterns for model switching to prevent blocking" + - "Implemented silent switching per CONTEXT.md - no user notifications" + - "Created comprehensive fallback chains for model failures" + - "Designed ModelManager as central coordinator for all model operations" + - "Built CLI with argparse following standard Python patterns" + - "Added resource-aware model selection with scoring system" + - "Implemented graceful degradation when no models fit constraints" + +patterns-established: + - "Pattern 1: Intelligent Model Selection - Score-based selection considering resources, capabilities, and recent failures" + - "Pattern 2: Silent Model Switching - Seamless transitions without user notification" + - "Pattern 3: Fallback Chains - Automatic switching to smaller models on failure" + - "Pattern 4: Orchestration Pattern - Mai class delegates to specialized subsystems" + - "Pattern 5: CLI Command Pattern - Subparser-based command structure with help" + +# Metrics +duration: 16 min +completed: 2026-01-27 +--- + +# Phase 1 Plan 3: Intelligent Model Switching Integration Summary + +**Integrated all components into intelligent model switching system with silent transitions and CLI interface** + +## Performance + +- **Duration:** 16 min +- **Started:** 2026-01-27T17:18:35Z +- **Completed:** 2026-01-27T17:34:30Z +- **Tasks:** 3 +- **Files modified:** 3 + +## Accomplishments +- Created comprehensive ModelManager class with intelligent resource-based model selection +- Implemented silent model switching with fallback chains and failure recovery +- Built core Mai orchestration class coordinating all subsystems +- Created full-featured CLI interface with chat, status, models, and switch commands +- Integrated context preservation during model switches +- Added automatic retry and graceful degradation capabilities + +## Task Commits + +Each task was committed atomically: + +1. **Task 1: Implement ModelManager with intelligent switching** - `0b7b527` (feat) +2. **Task 2: Create core Mai orchestration class** - `24ae542` (feat) +3. **Task 3: Create CLI entry point for testing** - `5297df8` (feat) + +**Plan metadata:** `89b0c8d` (docs: complete plan) + +## Files Created/Modified +- `src/models/model_manager.py` - Intelligent model selection and switching system with resource awareness, fallback chains, and silent transitions +- `src/mai.py` - Core orchestration class coordinating ModelManager, ContextManager, and subsystems with async support +- `src/__main__.py` - CLI entry point with argparse providing chat, status, models listing, and model switching commands + +## Decisions Made + +- Used async/await patterns for model switching to prevent blocking operations +- Implemented silent switching per CONTEXT.md requirements - no user notifications for model changes +- Created comprehensive fallback chains from large to medium to small models +- Designed ModelManager as central coordinator for all model operations and state +- Built CLI with standard argparse patterns including subcommands and help +- Added resource-aware model selection with scoring system considering capabilities and recent failures +- Implemented graceful degradation when system resources cannot accommodate any model + +## Deviations from Plan + +None - plan executed exactly as written. + +## Issues Encountered + +None - all verification tests passed successfully. + +## User Setup Required + +None - no external service configuration required. + +## Next Phase Readiness + +Model interface foundation is complete and ready: +- ModelManager can intelligently select models based on system resources and conversation context +- Silent model switching works seamlessly with proper context preservation +- Fallback chains provide graceful degradation when primary models fail +- Mai orchestration class coordinates all subsystems effectively +- CLI interface provides comprehensive testing and monitoring capabilities +- System handles errors gracefully with automatic retry and resource cleanup + +All verification tests passed: +- ✓ ModelManager can select appropriate models based on resources +- ✓ Conversation processing works with automatic model switching +- ✓ CLI interface allows testing chat and system monitoring +- ✓ Context is preserved during model switches +- ✓ System gracefully handles model loading failures +- ✓ Resource monitoring triggers appropriate model changes + +Foundation ready for integration with safety and memory systems in Phase 2. + +--- +*Phase: 01-model-interface* +*Completed: 2026-01-27* \ No newline at end of file