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Inside NeurIPS 2025: The Year’s AI Research, Mapped

Jay Alammar · 3 Nov 2025

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Every claim below was made in this piece, quoted word for word and numbered in the order the piece makes them, so you can read it there rather than take our word for it. The sentence above each quote is our reading of the claim, not their wording. Each quote was checked against a stored copy of the page at build time; where the two differ, the quote is the fact.

  1. Our reading

    Running large batches of prompts through an LLM API is a capability unavailable to someone who only uses models through a chat playground interface.

    Their wordsRunning thousands of prompts is one of the superpowers you do not get to use if all of your LLM usage is through a playground.

  2. Our reading

    Delegating work to many AI agents at once is not yet a wise choice because of the costs involved.

    Their wordsIt's probably not even wise yet to delegate to many agents given the possible costs involved.

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