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Models

Knowledge Distillation for Large Language Models

How capabilities from Claude, GPT, Gemini, DeepSeek and other frontier models are transferred into smaller, faster students—black-box and white-box methods, production pipelines, PyTorch logits, governance, routing, and failure modes.

AI Playbook2026-07-2925 min readadvanced

Executive takeaway​

How capabilities from Claude, GPT, Gemini, DeepSeek and other frontier models are transferred into smaller, faster students—black-box and white-box methods, production pipelines, PyTorch logits, governance, routing, and failure modes.

In this briefing​

  1. Key ideas
  2. Practical implications
  3. What to do next

Why it matters​

Use this briefing to decide whether to deep-dive the full article for your current delivery problem.

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Turn insight into action​

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