Don't trust model quotes; use anchors instead
I asked models to extract facts with provenance two different ways. Naive: return {answer, quote} , insist the quote is verbatim, then string-match…
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A Context Object Should Carry Its Receipt
A stored fact can be wrong in a quiet way. The answer still reads clean. A preference from an old exchange gets reused, the message goes out with co…
Provenance Belongs in the Image Table
A generated image looks finished until review starts. Someone approves the first version. Someone else crops it. A branded copy goes out. Another ed…
Row and Field-Level Data Provenance: Why It's Worth the Pain (and Where the Pain Is)
Most "data lineage" you've seen answers a schema question: table B comes from table A , or column B.total comes from columns A.price and A.qty . Tha…
The Execution Trace Is the Unit of Agent Trust
You cannot verify, price, or claim on an agent from its model card. You can do all three from a faithful record of what it did. What the 2026 resear…
The New Information Borders
Recently I came across a discussion about AI crawlers and robots.txt files. The conversation centered on a simple question: Should website owners al…
OpenAI is making it easier to check if an image was made by their models
OpenAI announced two new measures to help detect AI generated imagery: joining the open C2PA standard and adding Google's SynthID to its products.
Anthropic Named Their Models After Poetic Forms. I Think They Accidentally Mapped the Human Brain.
A 3am theory about cognitive architecture, Kahneman, and why I always reach for Sonnet. Kahneman's Two Systems Daniel Kahneman spent decades studyin…
For Londoners, a Roman Bridge Still Determines Your Commute
Around 50 CE, give or take a few years, a group of Roman military engineers picked a spot on the River Thames and bridged it. They picked the place…