How a Dedup Pass Deleted My Training Curriculum
Code: Megapixel99/capture-the-flag I built a capture-the-flag arena where language models attack and defend each other's containers. The replays the…
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Context window sizing for fine-tuning: how long should your training examples be?
Originally published on Loop & Retry — field notes on building LLM agents that survive production. Most fine-tuning guides answer "how many exam…
Master Local Fine-Tuning with "gemma-trainer"
Remember back in May when I introduced the gemma-skills repository? It's been rewarding to see how many of you have used my previous post to streaml…
Fine-Tuning AI Models Is No Longer Just for ML Engineers
The gap between "using AI" and "owning AI" is closing fast - and understanding why matters for anyone building products or running a business today.…
Fine-Tuning Llama 3.2 3B on Medical QA: Week 4 - When Lower Loss Meant a Worse Model
What Happened This Week Week 3 produced a working fine-tuned model: one epoch, one dataset, a clear improvement over the base model. This week 4 was…
Reducing LLM Hallucinations in 2026: LoRA, F-DPO, and the Math That Actually Works
It is May 2026, and the field has stopped pretending hallucinations are going to disappear. What has happened instead is more interesting. Researche…