#coding-agent

3 articles

01 ·Large Language Models·★ MEMBER·PAPER·12 min read Paper walkthrough: RealSWE — re-measuring coding agents when the request is just "fix it" A paper that measures, on real data, how far SWE-bench problem statements sit from actual user requests, then builds 381 task families where only the information content and writing style change. Resolution rates fall 6.4 pp on average — and the ranking flips. 02 ·Agents·★ MEMBER·PAPER·11 min read Editable Visual Design, explained — demoting image generation to a sketch and shipping the artifact as HTML The image model stops being the deliverable and becomes an imagination engine plus an asset factory, while a coding agent rebuilds the piece in HTML/CSS. A walk through the paper behind posters whose layers come apart and whose text is real text. 03 ·Agents·FREE·PAPER·7 min read Paper Walkthrough: SWE-Bench ProMax — Measuring What Coding Agents Can Really Do with Large-Scale, Multilingual Refactoring A close read of the benchmark built to answer SWE-bench's saturation and grading defects: 170 expert-curated refactoring tasks across seven languages, averaging 11.4 modified files each. Why the best frontier model resolves only 41.2%, and why the dominant failure mode is refactoring that stops halfway.