Models and Harnesses Are Co-Designed Systems, Not Engine Plus Wrapper — Same Model Scores Differently on SWE-bench

GaryMarcus · x · 2026-10-12

A post retweeted by Gary Marcus argues that in coding, the model and harness are best understood as a co-designed system rather than an engine with a detachable wrapper: the same model scores very differently on SWE-bench depending on the harness.

It also defends symbolic verifiers (automated theorem provers) against being called "basic": they are the crowning achievement of 20th-century mathematical formalization. It took Frege's quantifier logic, Russell's types, the formalist program and Gödel's critique, Church's lambda calculus, Curry–Howard, Martin-Löf, and Coquand & Huet's Calculus of Constructions — all so that "is this proof correct?" could collapse into a compact, mechanical type-checking procedure a computer can run.

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