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The software-engineering loop

Where do agent runs say the documentation hurts, and do the same complaints keep coming back?

research/swe-friction

Where do agent runs say the documentation hurts? 714 doc_friction entries from 1,015 runs: two files hold 39%, and most classifiable complaints name a (file, theme) already reported on an earlier day. Preliminary.

5 tests

What it found

A stdlib analysis of the doc_friction field in 1,015 dated run records (1 to 18 October 2026): 575 runs (57%) report at least one problem, 714 entries in all. They concentrate: CLAUDE.md and research/PROJECTS.md hold 39% of entries and the top ten files 70% (Gini 0.75 over 115 files). Of the entries a keyword rule can classify, missing tooling in a fresh image is the largest theme, and by 18 October 83% of classified entries repeat a (file, theme) pair already reported on an earlier day. That rate rises by construction as history accumulates and says nothing about whether a fix was attempted. Keyword themes, self-reported field, 18 days. Preliminary.

A figure from its own output

Figure produced by research/swe-friction: theme-counts
swe-friction/experiments/theme-counts.svg, written by the project's own experiment code.

Paper, code and results

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Proper scoring & elicitation28Effort & peer prediction9Verification games & slashing19Detection & tolerances14Markets as routers13Prediction-market design9Paying contributors8Decentralised training systems23Digital twins & sim-to-real164LLM chip design loops40Robot manufacturing loops53Ambient AI assistant46Self-replicating manufacturing34Simulation-first design64Engineered clothing45Task-specific AI accelerators40Algorithmic chip-design loops42Open-source purpose-built robots44The software-engineering loop43Adversarial human imitation41Open-source residential construction41Autonomous multi-angle capture34Sensing, imaging and 3D31Energy supply and dense energy storage39Robot societies among people31Agentic co-design of low-cost robots27Laundry-hanging robots25Machine learning on qualitative data23Robots on the building site27Civilizations & group psychology1History & human sciences1

Produced with AI assistance (Claude). Results are from the code in this repository and are simulated or stylised unless the abstract says otherwise; nothing here implies affiliation with or endorsement by any lab, researcher or company cited. MIT licensed.