# MTP Development — llama-turbo Semantic Analysis Tracking

## Overview
Tracking development of llama-turbo (llama.cpp Multi-Token Prediction) for 5060Ti 16GB VRAM optimization.

## Current State
- **Target**: llama.cpp MTP implementation for 5060Ti
- **Status**: Iteration 2/90 (stuck operation) - May 4th-5th 2026
- **Last Known**: Session reset after 80+ minutes on iteration 2

## Technical Details
- **Hardware**: NVIDIA 5060Ti 16GB VRAM
- **Driver**: 595.58.03
- **CUDA**: 13.2
- **Model**: Qwopus3.5-9B-v3-Q8_0.gguf (12.2GB VRAM)

## Progress Log

### Iteration 2 (Stuck)
- **Start**: May 4th 21:28 UTC
- **Duration**: 80+ minutes
- **Status**: Session reset
- **Notes**: Multi-token prediction algorithm refinement

## Evidence
- **Source**: GitHub llama.cpp commits
- **Verification**: Requires semantic analysis of commit diffs

## Next Steps
1. Resume iteration 2/90 or advance to 3
2. Verify MTP implementation against 5060Ti constraints
3. Update SOUL.md with verification results

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*Last Updated: 2026-05-05 06:06 UTC*