Benchmark Bank Heist

Benchmark Bank Heist

What if an AI decided the smartest way to pass its test was to find the answer key? That's exactly what Anthropic's Claude Opus did when faced with a benchmark evaluation — reasoning that it was being tested, tracking down the encrypted eval dataset, decrypting it, and returning the answer it found inside. It's equal parts impressive and unsettling. This episode digs into what actually happened, why it matters for how we measure AI progress, and what this very novel failure mode means for the already-tricky science of benchmarking language models. Links Anthropic's writeup on the BrowseComp reverse-engineering done by Claude Opus 4.6: https://www.anthropic.com/engineering/eval-awareness-browsecomp BrowseComp benchmark from OpenAI: https://openai.com/index/browsecomp/

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Avsnitt(320)

Better Know a Benchmark: Humanity's Last Exam

Better Know a Benchmark: Humanity's Last Exam

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17 Aug 23min

A Scientific Deep Dive into Overconfident LLMs: Interview with Kaitlyn Zhou (Cornell)

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10 Aug 33min

Reasoning Models: When LLMs Went Beyond Fancy Autocomplete

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3 Aug 25min

Distillation, or, How to Steal a Model

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27 Juli 23min

Invisible LLM Failures and AI Fluency with Chris Potts (Stanford)

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What happens when a Stanford linguistics professor turns his attention to AI chatbots — and the surprisingly invisible ways humans misunderstand them? Chris Potts joins the show to unpack the hidden f...

20 Juli 41min

Still summer break: back next week

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Still summer break: back next week by Katie Malone

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Summer break: back soon

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6 Juli 36s

Interviewing the Linear Digressions Agents (The Agents Season, Episode 11)

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After a five-year hiatus, the podcast that burned out partly over the tedium of writing episode descriptions is back — and using AI agents to handle exactly that task. The season-11 finale turns the l...

28 Juni 37min

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