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Melanie Mitchell

Personal blog · aiguide.substack.comaiscience

Melanie Mitchell writes AI: A Guide for Thinking Humans, a personal blog at aiguide.substack.com about ai and science. Since 2023, 22 different Hacker News readers have linked it 26 times, most often “Can Large Language Models Reason?”. It is still writing: the last post was on 2026-09-10, and you can follow it by feed.

Visit the blog
26mentions?
22HN people?
2023–2026first – last linked?
Links on Hacker News per year · peak 14 in 2023

I write about interesting new developments in AI. Click to read AI: A Guide for Thinking Humans, by Melanie Mitchell, a Substack publication with tens of thousands of subscribers.

Most-linked posts?

  1. Can Large Language Models Reason?
    3 people · 3 mentions · first linked 2023-09-11
  2. Do half of AI researchers believe that there's a 10% chance AI will kill us all?
    2 people · 3 mentions · first linked 2023-04-23
  3. On Analogy-Making in Large Language Models
    2 people · 2 mentions · first linked 2023-01-04
  4. Melanie Mitchell: Magical Thinking on AI
    2 people · 2 mentions · first linked 2025-09-15
  5. Did ChatGPT pass graduate-level exams?
    2 people · 2 mentions · first linked 2023-02-12
  6. Did GPT-4 Hire and Then Lie to a Task Rabbit Worker to Solve a Captcha?
    2 people · 2 mentions · first linked 2023-06-28

What Hacker News says?

  1. > legal culpability and misalignment are two separate topics that should not be mixed Legal culpability for AI labs is exactly the thing that would incentivize -- and hence ensure -- aligned behavior from models. The last time there was a claim about GPT-4 exhibiting misaligned behavior [1] it turns out it was prompted and pushed to behave so by humans at OpenAI, and OpenAI clearly lied in the GPT-4 system card. [1]…

    Comment linking /p/did-gpt-4-hire-and-then-lie-to-a

    on “There are no "rogue" AI agents”
  2. Submitted An "AI Breakthrough" on Systematic Generalization in Language? as a story · 47 points

    HN discussion
  3. LLMS don't "hallucinate" they generate a stochastic sequence of plausible tokens that, in context when read by a human, are a false statement or nonsensical. They also dont have an internal world model. Well I don't think so, but the debate is far from settled. "Experts" like the cofounders of various AI companies (whose livelihood depends on selling these things) seem to believe that. Others do not. https://aiguide…

    Comment linking /p/llms-and-world-models-part-1

    on “Being “Confidently Wrong” is holding AI back”
  4. Submitted Melanie Mitchell: Magical Thinking on AI as a story · 14 points

    HN discussion
  5. In an example [1] referenced in the article, ChatGPT (maybe v3.5) did a poor job of answering the following question. Boll is a new company founded by three recent MBAs. The company plans to buy used automobiles at auctions and then sell them at four times the purchase price direct to consumers (i.e., a car that is purchased for $1,000 would be sold at $4000). Based on an analysis of similar companies, the owners of…

    Comment linking /p/did-chatgpt-really-pass-graduate

    on “GPT-4 and professional benchmarks: the wrong answer to the wrong question”
  6. Submitted Magical Thinking on AI as a story · 5 points

    HN discussion
  7. Reminds me of a blog post from a few days ago by Melanie Mitchell on a talk she gave about the recently-passed Brian Cantwell Smith: Judgment, he wrote, is “a form of dispassionate deliberative thought, grounded in ethical commitment and responsible action, appropriate to the situation in which it is deployed.” On the other hand, there is reckoning: the “calculative prowess” at which AI systems already excel. AI rec…

    Comment linking /p/on-brian-cantwell-smith-and-the-promise

    on “Do Not Outsource Judgement”
  8. Submitted Misleading Metaphors and Real Risks as a story · 3 points

    HN discussion
  9. Careful. That claim about half of AI researchers was probably overestimating: To summarize: The claim—that half of AI researchers believe that there is at least a 10% chance that rogue AI will kill us all—is based on a survey question that included 162 respondents. All we know about these respondents is that they were authors on papers published at 2021 machine learning conferences. Possible confounding issues are v…

    Comment linking /p/do-half-of-ai-researchers-believe

    on “This time, it feels different”
  10. Submitted Do AI Reasoning Models Abstract and Reason Like Humans? as a story · 3 points

    HN discussion
  11. Author's response: https://aiguide.substack.com/p/response-to-on-analogy-making...

    Comment linking /p/response-to-on-analogy-making-in

    on “On Analogy-Making in Large Language Models”
  12. Submitted "AI now beats humans at basic tasks": Really? as a story · 3 points

    HN discussion
  13. Submitted Six Principles for More Rigorous Evaluation of Cognitive Capacities as a story · 2 points

    HN discussion
  14. Submitted The LLM Reasoning Debate Heats Up as a story · 2 points

    HN discussion
  15. Submitted The "Arc-AGI" $1M Reasoning Challenge as a story · 2 points

    HN discussion
  16. Submitted Can Large Language Models Reason? as a story · 2 points

    HN discussion
  17. Submitted Can Large Language Models Reason? as a story · 2 points

    HN discussion
  18. Submitted Do half of AI researchers believe that there's a 10% chance AI will kill us all? as a story · 2 points

    HN discussion
  19. Submitted Can large language models reason? as a story · 1 points

    HN discussion
  20. Submitted Did GPT-4 Hire and Then Lie to a Task Rabbit Worker to Solve a Captcha? as a story · 1 points

    HN discussion
  21. Submitted On Evaluating Understanding And Generalization In The ARC Domain as a story · 1 points

    HN discussion
  22. Submitted Do half of AI researchers believe that there's a 10% chance AI will kill us all? as a story · 1 points

    HN discussion
  23. Submitted On Analogy-Making in Large Language Models as a story · 1 points

    HN discussion
  24. Submitted Why the Abstraction and Reasoning Corpus is interesting and important for AI as a story · 1 points

    HN discussion
  25. Submitted Did ChatGPT pass graduate-level exams? as a story · 1 points

    HN discussion
  26. Submitted On Analogy-Making in Large Language Models as a story · 1 points

    HN discussion

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