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TLDR: NLAs are a recent black box mech interp method for verbalizing model internals.
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TLDR: So there has been recent discourse on 𝕏, and recent news of major cyber attacks that were done with the help of AI.
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TLDR: Pragmatic interp sounds great in the sense that you get to keep interp tools while actually moving safety metrics, but looking a bit closer it's kinda a trap.
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This post summarizes work from my project in CSE-291A: Systems for LLMs and AI Agents at UC San Diego, under the guidance of Professor Yiying Zhang.
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TLDR: Moltbook is interesting in the sense that we have thousands of AI agents in one social environment, but looking a bit closer fundamentally it is mid.