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BLOOM-WILT: Logit Tilting for Behaviour Elicitation in Automated LLM Auditing

Users of a deployed language model routinely encounter behaviours that testing almost never surfaces, since deployment puts the model through orders of magnitude more interactions than any evaluation can simulate. Automated auditors make testing cheap to scale and flexible enough to cover almost any specified behaviour, yet their lack of optimisation pressure makes them sample-inefficient. To…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

Read the original at arxiv.org →

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I Built an Office Full of AI Developers. They Started Opening Pull Requests.

A few weeks ago I had a stupid idea. What if instead of opening Claude Code, ChatGPT, Cursor, Gemini, GitHub Copilot and twelve terminal tabs... I just had an office full of AI developers ?

  • Developer created office with AI coding agents
  • Agents perform tasks like writing code, running tests, opening PRs
  • Real repository usage transforms agents into code-modifying entities

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