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Adam Tornhill x.com
Large parameter lists that rely on positional string arguments are a weak interface for both humans and coding agents. Yet they’re just a symptom. More often than not, the root cause is a function that does way too much. In my new post, I explore the problem and walk through a refactoring that encapsulates data and behavior in explicit domain concepts.
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16 June
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12 February
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We show that equilibrium generically occurs at neither the Harberger nor Glaeser-Luttmer benchmark. Cost-minimizing suppliers drive allocations to vertices, not interiors. Corners are not an assumption but an outcome about what cost-minimizing suppliers choose. The correct benchmark is corners, not random, and corners generate qualitatively different welfare properties: losses far larger than either efficient or random distributions, and discontinuous jumps from small parameter perturbations.
5 June 2025
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the text embeddings across LLMs appear to largely converge on a "universal geometry" despite differing architectures, parameter counts, and training sets.
5 December 2023
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Full fine-tuning of LLMs has become prohibitive and requires parameter-efficient methods instead.
11 September 2018
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