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Posts Ideas The Map About Subscribe I'm Abhishek Shankar. I build things — that's the shortest honest version.

News

Blog 30 days ago
The AI Math Boom Is a Trust Infrastructure Boom in Disguise
Three startups building AI mathematicians raised over $580 million in the last twelve months. Harmonic sits at a $1.45 billion valuation. Axiom Math jumped from $300 million to $1.6 billion in five months. Math Inc, the smallest of the three, formalized T
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Blog 2 months ago
The Zero-Discount Claim
Here is a claim that does not ask you to trust the mathematician who posted it, the AI lab it credits, or a word of the coverage around it. Take the polynomial map that Levent Alpöge published on July 19, three polynomials in three variables: Differentiat
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Blog 2 months ago
The Unaudited Trillion
The most cited number in enterprise AI is that 95 percent of corporate generative-AI pilots deliver no measurable return. It comes from a mid-2025 report out of MIT's NANDA initiative, and it has traveled into board decks, earnings calls, short theses, an
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Blog 3 months ago
Sonnet 5 Closed the Gap With Opus. The Rumor Mill Closed It Too.
Anthropic shipped Claude Sonnet 5 today. Within the hour, two different numbers were circulating for the same benchmark. One came from Anthropic's own chart, attached to a specific evaluation, run at a specific effort level, with a footnote explaining exa
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Blog 3 months ago
Every Harness Is a Short Position on the Model
I argued on this site that the harness is the product, that the frontier model is a wasting commodity and the thin layer of scaffolding wrapped around it is the asset you actually own. I stand by the correction. It was aimed at the people still treating t
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