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Direct Preference Optimization is having a moment. For most student projects, plain supervised fine-tuning on good examples still gets you further, fa
Our VS Code assistant was passing every test on its curriculum — which meant the curriculum had stopped measuring anything. Here's how we built honest eval sets, found two silent contaminations in our test bench, and used Direct Preference Optimization on the assistant's own redirect pairs to teach a 30B model to pick the right tool on the first try. Five OutOfMemory crashes, one counterintuitive fix, a clean 4-hour training run — and a pre-registered eval gate whose verdict we report as measured, including the part that failed.
A practical overview of what GDPR means for your website's technical security. This is a general guide - always consult a legal advisor for advice specific to your situation.
The DPO Hype Promised to Kill RLHF — It Didn't Everyone said Direct Preference...
A pergunta mais comum de gestores de media empresa: "somos obrigados a ter DPO?" A resposta honesta:...
The $12,000 Surprise RLHF training for a 7B parameter model ran us $12,400 on AWS for...
A ANPD aplicou as primeiras multas significativas em 2023. Em 2024 e 2025, o ritmo aumentou. ...
It is May 2026, and the field has stopped pretending hallucinations are going to disappear. What...
Boost your LLM’s intelligence using TRL with hands-on coding from supervised fine-tuning to advanced GRPO reasoning.
The Question That Stumped 80% of Candidates "Walk me through how DPO eliminates the reward...
Direct Preference Optimization (DPO) is fundamentally a streamlined approach for fine-tuning...