docs(01-01): complete LM Studio connectivity and resource monitoring plan

Tasks completed: 4/4
- Created Python project foundation with dependencies
- Implemented LM Studio adapter with model discovery
- Implemented system resource monitoring with trend analysis
- Created model configuration system with fallback chains

SUMMARY: .planning/phases/01-model-interface/01-01-SUMMARY.md
STATE: Updated to reflect plan completion

.planning/STATE.md

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+# Project State & Progress
+
+**Last Updated:** 2026-01-27
+**Current Status:** Phase 1, Plan 1 complete - foundation infrastructure ready
+
+---
+
+## Current Position
+
+| Aspect | Value |
+|--------|-------|
+| **Milestone** | v1.0 Core (Phases 1-5) |
+| **Current Phase** | 01: Model Interface & Switching |
+| **Current Plan** | 01 of 3 (in phase) |
+| **Overall Progress** | 1/15 phases complete |
+| **Progress Bar** | ███░░░░░░░░░░░ 7% |
+| **Model Profile** | Budget (haiku priority) |
+
+---
+
+## Key Decisions Made
+
+### Architecture & Approach
+- **Local-first design**: All inference, memory, and improvement happens locally — no cloud dependency
+- **Second-agent review system**: Prevents broken self-modifications while allowing auto-improvement
+- **Personality as code + learned layers**: Unshakeable core prevents misuse while allowing authentic growth
+- **v1 scope**: Core systems only (model interface, safety, memory, conversation) before adding task automation
+
+### Phase 1 Specifics (Model Interface)
+- **Model selection strategy**: Primary factor is available resources (CPU, RAM, GPU)
+- **Context management**: Trigger compression at 70% of window, use hybrid approach (summarize old, keep recent)
+- **Switching behavior**: Silent switching, no user notifications when changing models
+- **Failure handling**: Auto-start LM Studio if needed, try next best model automatically
+- **Discretion**: Claude determines capability tiers, compression algorithms, and degradation specifics
+
+---
+
+## Recent Work
+
+- **2026-01-26**: Created comprehensive roadmap with 15 phases across v1.0, v1.1, v1.2
+- **2026-01-27**: Gathered Phase 1 context and created detailed execution plan (01-01-PLAN.md)
+- **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
+
+---
+
+## What's Next
+
+**Phase 1, Plan 2: Conversation context management and memory system**
+- Implement conversation history storage (SQLite or lightweight DB)
+- Create context window management with token tracking
+- Implement hybrid compression strategy (summarize old, keep recent)
+- Add memory retrieval and pattern recognition
+
+Status: Ready to execute 01-02-PLAN.md when available.
+
+---
+
+## Blockers & Concerns
+
+None — all prerequisites met, dependencies identified, approach approved.
+
+---
+
+## Configuration
+
+**Model Profile**: budget (prioritize haiku for speed/cost)
+**Workflow Toggles**:
+- Research: enabled
+- Plan checking: enabled
+- Verification: enabled
+- Auto-push: enabled
+
+**MCP Integration**:
+- Hugging Face Hub: enabled (model discovery, datasets, papers)
+- Web Research: enabled (current practices, architecture patterns)