model roundup

Qwen 2.5

4 items · started 2026-06-07 · ongoing (last activity 2026-06-10)

  1. Built a decision-reasoning engine (Orlog) and wanted to fine-tune a local model for it instead of paying per-call forever. The method (DV-DPO): Run a 3-voice council on each question, produce a synthesis Cross-examine: losing voices challe…

  2. Been messing with a bolt-on refiner block for small models. Insert a small trainable transformer layer at the midpoint of a frozen base model, loop it 2-4 times over the hidden states.

  3. Where I came across it: https://www.reddit.com/r/LocalLLaMA/comments/1txxgpq/openlumara_a_different_kind_of_ai_agent_written/ DISCLAIMER: A good posting would be: This is what I wanted to do with Lumara. Here is what worked, here is what d…

  4. I'm trying to use Claude Code with local Ollama models, but every prompt fails with: The strange part is that it happens even for extremely small prompts like: hi say apple What is 1+1? Answer with only one character.

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