Field notes
Blog
Essays on where natural language and formal methods meet — and where the seam shows.
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The promise of 'mathematically guaranteed' — what it actually means here
Marketing copy makes the phrase do a lot of work. Inside the pipeline, the guarantee has a precise scope, a precise boundary, and an honest gap. This is where each one lives.
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From English to model: where translation breaks
The LLM is a translator. Translators get things wrong. The interesting question is which kinds of wrong are recoverable from inside the loop — and how.
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Why LLMs alone don't solve optimization problems
A large language model can describe a shift schedule. Asking it to produce one is a different request entirely — and the failure mode is invisible until you look.
llmoptimizationasp