DeepSeek is Aligning Its Research and Products

teortaxesTex · x · 2026-07-15

The author believes DeepSeek's core challenge is that research-first and product-first goals aren't naturally aligned.

For example, the research side can tolerate practices that fall short in production, such as temporary evaluation/control methods, slower but high-throughput services, a certain degree of hallucination, and long-running CoT loops within tool systems.

The author concludes that DeepSeek is now gradually aligning its research and product goals.

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