Cognitive Twin — The Reversal

Cognitive Twin — The Reversal

## Essence
Instead of injecting context into generic models, fine-tune models that already know our patterns. Twin Alpha (Qwen3-235B MoE) trained on 38K conversation turns learns Mo's voice, decision patterns, and technical preferences. The reversal: from context-first to model-first architecture. Frontier models become escalation-only.

## Context
SFT training submitted to Together AI on Qwen3-235B-A22B-Instruct. 34K train + 3.8K val conversations. DPO data ready for Phase 2 (793 pairs). MiniMax M2.5 running on Vast.ai H100 as interim inference. The twin swarm concept: Alpha (coding), Beta (review), Gamma (tests/docs).

## Tags
fine-tuning, cognitive-twin, qwen, together-ai, sft, dpo, model-first, reversal