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Attention Deficit Ep. 6 – Sixteen Adversarial Reviewers

A $3,000 token day, Claude gets $534 to trade, Anthropic marks its text, and a Bash harness that knows when it’s time to go to sleep.

Taylor and Alexa tally up what the agents cost this week, then keep handing them more anyway, from a brokerage account to a harness that never sleeps to a million hours of human video.

Cache Board

Wheel of Tokens

  • The $534 account: Joey Driftwood gives Claude a Robinhood Agentic account, a CLAUDE.md, and a 14x target it will almost certainly miss. Alexa traces the line from NASDAQ’s 1971 quote system through the SEC’s market access rule and Knight Capital’s $460 million in 45 minutes, and asks where the permission boundary belongs when the mandate is written in prose

  • The hidden mark: Anthropic adds a detectable mark to Claude’s text output to satisfy EU AI Act Article 50, which began applying August 2. The authorship gap, why a proofread human draft can flag while a heavily rewritten Claude draft might not, SynthID and C2PA as comparisons, the cookie banner precedent, the ELVIS Act, and Taylor’s chili crisp theory of attribution

  • Headlong: the Laude Institute’s open source microharness with a core under 10,000 lines of Bash. A Thinker loop, shellm, and an append-only trajectory. It never sleeps, it exponentially backs off when nobody is talking to it, and it runs for a dollar or two an hour

  • Robots learn by watching: Dyna Robotics pretrains Dyna-2 on over a million hours of first-person human video, about 170 years of waking life. Task scores climb from 20 to 53 percent across four data scales, bottle caps stay stubborn, knot tying peaks at 100,000 hours and gets worse at a million, and the hotel and warehouse workers wearing the body cams deserve consent and a cut

  • Nine hours: Gal Ratner’s “The End of Open Source”, on Sinan Can Demir, the UT Dallas junior who read one diff closely enough to catch a malware dropper, and the ChainDrop worm that reached 444 npm packages nine hours after a maintainer’s account fell. Valid provenance on poisoned artifacts, the XZ callback, and pin your dependencies

  • Knowing when to stop: Yoko Li on loop engineering, why done is a judgment from outside the work, red-green for code and taste for prose, change the part not the whole, and Alexa’s rule that the agent has to demo it before it gets to call it finished

Every interactive explainer from this episode lives on attentiondeficit.ai. Tell us what you’re running locally, what your agents cost you this week, and what genre the Wheel of Tokens should try next.

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