Joe Cole - e/acc · X (formerly Twitter)

Joe Cole - e/acc

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@joecole

RLVR for expert judgment. Founder

@tacitco

. Prev: Fusion Sport (acquired). e/acc x h/acc.

The future

Joined May 2007

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    OpenBuilder (

    @theopenbuilder

    ) is the open source alternative to Lovable. Unlimited build credits and real developer support when you hit a wall. Built for non-technical builders to ship real apps.

    00:00

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    This tech brings mcmc and probabilistic graphical models back to the forefront. Bonus points for looking like it was recovered from an alien ship.

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    Reading the paper, I now understand how their approach forms a thermodynamic computer of sort. It literally thermalizes towards low energy states via Gibbs dynamics! So the whole chip is effectively a massively parallel Gibbs sampler that continuously relaxes toward the

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    Last week we released Claude Sonnet 4.5. As part of our alignment testing, we used a new tool to run automated audits for behaviors like sycophancy and deception. Now we’re open-sourcing the tool to run those audits.

    Researchers give Petri a list of seed instructions targeting scenarios and behaviors they want to test. Petri then operates on each seed instruction in parallel. For each seed instruction, an auditor agent makes a plan and interacts with the target model in a tool use loop. At the end, a separate judge model scores each of the resulting transcripts across multiple fixed dimensions so researchers can quickly search and filter for the most interesting transcripts.

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    For me it was the sheer scale of ATP production

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    what

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    Next we should compare AI to the medias summarization of scientific papers.

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    Send this to everyone you know who says, "I only use AI to summarize things." It's 5 times less accurate than humans at doing so.

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