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Analysis: from 2019 to 2025, gains in pretraining compute efficiency came mostly from data improvements rather than model improvements (Dwarkesh Podcast)

Dwarkesh Podcast : Analysis: from 2019 to 2025, gains in pretraining compute efficiency came mostly from data improvements rather than mo...

8 September 2026

AI coding startup Cognition raised $2B at a $48B valuation, up from $26B in May, and says its run-rate revenue grew from $492M in May to ~$900M (Samantha Oltman/Bloomberg)

Samantha Oltman / Bloomberg:
AI coding startup Cognition raised $2B at a $48B valuation, up from $26B in May, and says its run-rate revenue grew from $492M in May to ~$900M  —  Artificial intelligence coding startup Cognition AI Inc. has raised $2 billion in a new round of funding that vaulted its valuation to $48 billion.

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