Mai/.planning/phases/01-model-interface/01-01-SUMMARY.md

phase, plan, subsystem, tags, requires, provides, affects, tech-stack, key-files, key-decisions, patterns-established, duration, completed

phase	plan	subsystem	tags	requires	provides	affects	tech-stack	key-files	key-decisions	patterns-established	duration	completed
01-model-interface	01	models	lmstudio, psutil, pydantic, resource-monitoring, model-configuration	phase provides None Initial project structure and dependencies	LM Studio client adapter for model discovery and inference System resource monitoring for intelligent model selection Model configuration system with resource requirements and fallback chains	01-model-interface (subsequent plans)	added patterns lmstudio>=1.0.1 psutil>=6.1.0 pydantic>=2.10 pyyaml>=6.0 gpu-tracker>=5.0.1 Model Client Factory Resource-Aware Model Selection Configuration-driven model management	created modified src/models/lmstudio_adapter.py src/models/resource_monitor.py config/models.yaml pyproject.toml requirements.txt src/models/__init__.py src/__init__.py .gitignore	Used context manager pattern for safe LM Studio client handling Implemented graceful fallback for missing optional dependencies (gpu-tracker) Created mock modules for testing without full dependency installation Designed comprehensive model configuration with fallback chains	Pattern 1: Model Client Factory - Centralized LM Studio client with automatic reconnection Pattern 2: Resource-Aware Model Selection - Choose models based on current system resources Configuration-driven architecture - Model definitions, requirements, and switching rules in YAML Graceful degradation - Fallback chains for resource-constrained environments	8 min	2026-01-27

Phase 1 Plan 1 Summary

LM Studio connectivity and resource monitoring foundation with Python package structure

Performance

• Duration: 8 min
• Started: 2026-01-27T16:53:24Z
• Completed: 2026-01-27T17:01:23Z
• Tasks: 4
• Files modified: 8

Accomplishments

• Created Python project structure with PEP 518 compliant pyproject.toml
• Implemented LM Studio adapter with model discovery and management capabilities
• Built comprehensive system resource monitoring with trend analysis
• Created model configuration system with fallback chains and selection rules

Task Commits

Each task was committed atomically:

1. Task 1: Create project foundation and dependencies - de6058f (feat)
2. Task 2: Implement LM Studio adapter and model discovery - f5ffb72 (feat)
3. Task 3: Implement system resource monitoring - e6f072a (feat)
4. Task 4: Create model configuration system - 446b9ba (feat)

Plan metadata: completed successfully

Files Created/Modified

• pyproject.toml - Python package metadata and dependencies
• requirements.txt - Fallback pip requirements
• src/__init__.py - Main package initialization
• src/models/__init__.py - Models module exports
• src/models/lmstudio_adapter.py - LM Studio client adapter
• src/models/mock_lmstudio.py - Mock for testing without dependencies
• src/models/resource_monitor.py - System resource monitoring
• config/models.yaml - Model definitions and configuration
• .gitignore - Fixed to allow src/models/ directory

Decisions Made

• Used context manager pattern for safe LM Studio client handling to ensure proper cleanup
• Implemented graceful fallback for missing optional dependencies to maintain functionality
• Created comprehensive model configuration with resource requirements and fallback chains
• Followed research patterns: Model Client Factory and Resource-Aware Model Selection

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

Core infrastructure ready for model management:

• LM Studio client connects and discovers models (adapter works with fallback)
• System resources are monitored in real-time with trend analysis
• Model configuration defines resource requirements and fallback chains
• Foundation supports intelligent model switching for next phase

Ready for 01-02-PLAN.md: Conversation context management and memory system.

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Phase: 01-model-interface Completed: 2026-01-27