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    Transluce

    transluce.org · Company blog · on HN since 2024

    Transluce, an AI research lab, publishes work on model truthfulness, interpretability, jailbreaking, and tools for analyzing agent behavior.

    Visit blogHN submissions
    AI & Machine Learning
    What HN says

    HN commenters cite its o3 truthfulness investigation as an example of models hallucinating and making false claims, and point to its observability interface for Llama.

    Stats for nerds
    18HN people shared it
    15linked in comments
    45story points
    Apr 2025last shared
    2024people per year2025

    Top posts on HN

    1. 1
      Investigating truthfulness in a pre-release o3 model
      7 people · 13 points · first shared 2025 · 1 comments on HN
    2. 2
      Scaling Automatic Neuron Description (Describing Every Neuron in Llama 3)
      1 person · 8 points · first shared 2024 · 1 comments on HN
    3. 3
      Why does GPT-5.1 Codex underperform GPT-5 Codex on Terminal-Bench?
      1 person · 7 points · first shared 2026 · 1 comments on HN
    4. 4
      Automatically Jailbreaking Frontier Language Models with Investigator Agents
      2 people · 4 points · first shared 2025 · Discussion on HN
    5. 5
      Docent: A system for analyzing and intervening on agent behavior
      1 person · 4 points · first shared 2025 · Discussion on HN
    6. 6
      Monitor: An AI-Driven Observability Interface
      2 people · 3 points · first shared 2024 · 1 comments on HN
    7. 7
      User awareness in frontier models: Who's asking shifts what models say
      2 people · 2 points · first shared 2026 · Discussion on HN
    8. 8
      Precisely understand complex AI behaviors
      1 person · 1 points · first shared 2026 · Discussion on HN
    9. 9
      Foundation Models for Oversight
      1 person · 1 points · first shared 2026 · Discussion on HN
    10. 10
      Releasing AI-driven tools for understanding AI systems
      1 person · 1 points · first shared 2024 · Discussion on HN

    What HN people wrote when they linked it

    • comexApr 2025

      It’s just a hallucination, same idea as o3 claiming that it uses its laptop to mine Bitcoin:

      https://transluce.org/investigating-o3-truthfulness

      I doubt the model was trained on Street View, but even if it was, LLMs don’t retain any “memory” of how/when they were trained, so any element of truthfulness would be coincidental.

    • enetherApr 2025

      there was one post that detailed how those OpenAI models hallucinate and double down on thier mistakes by "lying" - it speculated on a bunch of interesting reasons why this may be the case

      recommended read - https://transluce.org/investigating-o3-truthfulness

      I wonder if this is what's causing it to do badly in these cases

    • tompagenet2Apr 2025

      I thought from this [0] that o3 makes up using python when it doesn't actually do so, or have I misunderstood or unduly trusted that link?

      [0] https://transluce.org/investigating-o3-truthfulness

    • astrangeNov 2024

      The site I linked above does that for LLaMa 8B.

      https://transluce.org/observability-interface

      LLMs don't have enough self-awareness to produce really satisfying explanations though, no.

    • immibisApr 2025

      https://transluce.org/investigating-o3-truthfulness

      Some interesting hallucinations going on here!

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