Beyond Brute Force: 4 Secrets to Smaller, Smarter, and Dramatically Cheaper AI

On-policy distillation is not merely another training method; it represents a fundamental change in how specialized, expert AI systems are developed.

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Introduction: Is Anybody Home?

This question challenges the assumptions about AI awareness and understanding, inviting a deeper exploration of its capabilities and limitations.

"On-policy distillation is more than just another training technique; it's a foundational shift in how we create specialized, expert AI."

These revelations mark a move toward AI that is not just bigger and more powerful, but also smarter, more efficient, and cost-effective.

Author's summary: This article explores innovative strategies transforming AI development toward more efficient, expert-level systems that significantly reduce resources and costs.

Hackernoon — 2025-11-02