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llm-as-judge

Fine-Tune Gemma 4 E4B for Swedish Translation

Amir Teymoori

Fine-tuning works best when the task is narrow. You do not need a small open-weight model to beat Claude Opus 4.7 at everything. That is a losing fight, and it is the wrong open-source vs proprietary tradeoff to make. You need it to become strong at one job: Translate English novel...

LLM-as-Judge Evals for Support AI Agents

Amir Teymoori

Customer support is one of the best use cases for AI agents. It’s also one of the easiest places to ship a bad one. A support agent can sound confident and still quote the wrong refund policy. It can answer in 800ms and still miss the customer’s real issue. It can retrieve the right document...