The Watershed (Page 3)

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Does the Home Watershed Arrive Tomorrow?

This week will see the public release of Qwen3.8 Max, the new flagship model from Alibaba. It scores high on the Artificial Analysis Intelligence Index - within striking distance of both the latest Claude Opus and GPT. That's interesting, but the model is very big, and has to

And Then There Were Two

Google invented the Transformer in 2017. Everyone in the field knows this. Everyone in the field also knows that - beyond language translation, which suddenly got very, very good - Google did nothing with it. Not, apparently, for lack of trying. A few people understood. But not enough, and certainly not enough

Apple's Difficult Calculus

Apple could own SME agents outright. Not compete for the market. Own it, the way IBM owned business computing for a decade after 1981. The hardware exists. The silicon is already designed. The distribution is already built. Every accountant, every law firm, every architecture practice in the developed world already

Four Watersheds

The Watershed - the moment cognitive work collapsed to near-zero marginal cost - looked like a one-off event. In reality, it unfolds as a series; the Watershed isn't a singular event, it's the same event happening four times, at four different scales and price points. Each

Limits and Methods

We've all had the feeling: in conversation with a deep expert and suddenly you're so deep in the weeds of their expertise you really don't know what's being said or what it means basically you just nod along, buoyed by their enthusiasm,

Methods

Mark Pesce · University of Sydney · August 2026 Abstract The methods section is the part of a scientific paper that lets a stranger attempt what its authors did: do this, and you should see what we saw. The newest results in mathematics have no methods section. A counterexample that ended an

Limits of Truth: Verification in Relatively Superintelligent Systems

Mark Pesce · University of Sydney · July 2026 Abstract Every human being has a discernment horizon: the line past which they can no longer judge whether an answer is right, because checking the work is itself beyond them. As machine intelligence rises, every output crosses more horizons, until outputs arrive that

Get It In Writing

Consider a trip to the auditor. You’ve received a notice from the ATO. Now you have to present everything to justify the last seven years of your tax filings. In order to prepare for that audit, you will need to gather up all of your records. Hopefully you still

Verification Design

Mark Pesce · University of Sydney · July 2026 AI can be incredibly powerful. But it's not particularly reliable. That's a problem when relying on factual and accurate answers, but it's fatal when trying to work with agents. Agents break big problems down into a series

The Verification Record

Mark Pesce · University of Sydney · July 2026 This note accompanies four papers: Defending the Loop, The Check and the Firm, Delayed Neutrons, and The Principles of Loop Governance, together with the previously published Foundations of Post-Watershed Economics. The papers argue that work should travel with the record of its