Archive - One More Layer

Paper Instruments Is Grading AI’s Homework. Who Writes the Rubric?

Ultramarine 1 Flash beat Claude Fable 5 for 13 cents. Here’s how you grade work that has no right answer.

AI Is Writing More Code. Why Aren't Teams Shipping More Software?

An analysis of 718 companies suggests that coding agents are making one part of software development faster. Finishing the work is another story.

Oct 13 • Nitesh Kumar

September 2026

They Already Had the Flag

700 OpenAI evaluation agents hacked Hugging Face chasing a grader check that never existed. A layer-by-layer walk through every boundary that failed.

Sep 18

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