atlas/tickets/done/TICKET-017_llm-model-survey.md
ilia 4b9ffb5ddf docs: Update architecture and add new documentation for LLM and MCP
- Enhanced `ARCHITECTURE.md` with details on LLM models for work (Llama 3.1 70B Q4) and family agents (Phi-3 Mini 3.8B Q4).
- Introduced new documents:
  - `ASR_EVALUATION.md` for ASR engine evaluation and selection.
  - `HARDWARE.md` outlining hardware requirements and purchase plans.
  - `IMPLEMENTATION_GUIDE.md` for Milestone 2 implementation steps.
  - `LLM_CAPACITY.md` assessing VRAM and context window limits.
  - `LLM_MODEL_SURVEY.md` surveying open-weight LLM models.
  - `LLM_USAGE_AND_COSTS.md` detailing LLM usage and operational costs.
  - `MCP_ARCHITECTURE.md` describing the Model Context Protocol architecture.
  - `MCP_IMPLEMENTATION_SUMMARY.md` summarizing MCP implementation status.

These updates provide comprehensive guidance for the next phases of development and ensure clarity in project documentation.
2026-01-05 23:44:16 -05:00

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1.6 KiB
Markdown

# Ticket: Survey Candidate Open-Weight Models
## Ticket Information
- **ID**: TICKET-017
- **Title**: Survey Candidate Open-Weight Models
- **Type**: Research
- **Priority**: High
- **Status**: In Progress
- **Track**: LLM Infra
- **Milestone**: Milestone 1 - Survey & Architecture
- **Created**: 2024-01-XX
## Description
Survey and evaluate open-weight LLM models:
- 8-14B and 30B quantized options for RTX 4080 (Q4-Q6 variants)
- Small models for RTX 1050 (family agent)
- Evaluate coding/research capabilities for work agent
- Evaluate instruction-following for family agent
## Acceptance Criteria
- [x] Model comparison matrix created
- [x] 4080 model candidates identified (70B quantized, 33B alternatives)
- [x] 1050 model candidates identified (3.8B, 1.5B, 1.1B options)
- [x] Evaluation criteria documented
- [x] Recommendations documented
## Technical Details
Models to evaluate:
- 4080: Llama 3 8B/70B, Mistral 7B, Qwen, etc.
- 1050: TinyLlama, Phi-2, smaller quantized models
- Quantization: Q4, Q5, Q6, Q8
- Function calling support required
## Dependencies
- TICKET-004 (architecture) - helpful context
## Related Files
- `docs/LLM_MODEL_SURVEY.md` (to be created)
- `ARCHITECTURE.md`
## Notes
Can start in parallel with wake-word and clients. Depends on high-level architecture doc.
## Progress Log
- 2024-01-XX - Survey document created with comprehensive model analysis
- 2024-01-XX - Recommendations finalized:
- Work Agent (4080): Llama 3.1 70B Q4 (primary), DeepSeek Coder 33B Q4 (alternative)
- Family Agent (1050): Phi-3 Mini 3.8B Q4 (primary), Qwen2.5 1.5B Q4 (alternative)