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Deepseek

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The Post-Training Era: Three AI Upgrades That Prove Bigger Isn't Better

The Post-Training Era: Three AI Upgrades That Prove Bigger Isn't Better

Grok 4.6, Gemini 3.7 Flash, and DeepSeek V4-Pro all shipped this week without new base models. The performance gains came entirely from better post-training — and that tells you where model development is actually heading.

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A 13-Billion-Parameter Model Just Beat Its Own Big Brother. Here's Why That Matters.

A 13-Billion-Parameter Model Just Beat Its Own Big Brother. Here's Why That Matters.

DeepSeek's V4-Flash-0731 activates only 13B parameters per token but outscored its own flagship V4-Pro on independent benchmarks. Here's the training recipe that made it happen, and what it means for your inference costs.

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Distillation in 2026: Why the Best Teachers Are No Longer Bigger Models

Distillation in 2026: Why the Best Teachers Are No Longer Bigger Models

Distillation isn't compression anymore — it's synthesis. Frontier labs now merge specialized RL checkpoints of the same base model via on-policy distillation, creating students that exceed their teachers without ever seeing a larger model.

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