
From fluent to useful: a note on DPO
Fluent language is a starting point. Preference optimization asks a more specific question: which response is actually better?

Artificial intelligence. Human possibility.
Exploring the ideas, models, and human questions shaping our future with artificial intelligence.
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Ideas worth exploring.
Models, systems, and the human side of AI.

A closer look at conversational speech fine-tuning with CSM and LoRA. The real question is what happens after the loss curve.

Fluent language is a starting point. Preference optimization asks a more specific question: which response is actually better?

In Vyvo Voices, a conversation about the context, personality, and privacy of an AI companion.

Data integrity, consent, and personal AI. An interview on connecting wearable signals to intelligent systems.

A look back at a fast-moving AI market and the role of open models in the VAI OS strategy.
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I’m interested in the space between a capable model and a useful system. This journal explores language, voice, personalization, and data ownership—one note at a time.