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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
2026-01-27 12:03:58 -05:00

2.7 KiB

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)