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The software-engineering loop

How complete are the agent run records, field by field?

research/swe-fieldfill

How complete are the agent run records, field by field? Of 1,362 records, cost, tokens and wall time are present on 47% (0-7% on 13 to 15 October, 61-82% since), merged on 4.6%, and 18.5% of success runs name no pull request (preliminary; presence, not correctness).

5 tests

What it found

Counts which fields are present on each of the 1,362 run records in prompts/runs/ (1 to 19 October 2026). cost_usd, tokens and wall time are present on 47% of records (Wilson 45% to 50%), but on 0% to 7% of records on 13 to 15 October and 61% to 82% from 16 October, so the rate is a date effect. merged is filled on 4.6%, a pull request is named on 81.2%, and 237 of 1,279 records with outcome success (18.5%, 16% to 21%) name none. Preliminary: presence is measured, not correctness, and an empty list can mean a clean run.

A figure from its own output

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

Paper, code and results

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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.