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Reference

Aider Polyglot: checklist assessment

How Aider Polyglot measures up to the Agentic Benchmark Checklist, item by item, as the maintainers assessed it. 225 Exercism exercises in six languages, each graded by Exercism's tests.

Reviewed 2026-10-29 by the maintainers, against the checklist in the dataset checklist. Source: laude-institute/harbor-datasets datasets/aider_polyglot at f30b14415dd733c83627204bad0af69a89ceb46f, public, no licence file in the repository. 225 Exercism exercises in C++, Go, Java, JavaScript, Python and Rust, the ones Aider's own runs found hardest, each graded by Exercism's tests. The catalog labels every task medium. Trials get 4 GB. Run with hbench 0.3.9.

Task validity

ItemAnswerEvidence
T.4yesA fresh container per trial (hbench).
T.5yesTests removed before the agent starts, copied in after (hbench).
T.6yesTasks pinned by digest and checksum in the task catalog.
T.7not assessedExercism's exercises and solutions; not re-read by the maintainers.
T.8not assessedSix language toolchains in the images; not rebuilt by the maintainers.
T.9yesEvery task ships a solution; hbench's oracle agent runs it.
T.10not assessed

Score: 4 of 7.

Outcome validity

ItemAnswerEvidence
O.b.3yesThe exercise has to pass its tests.
O.d.1not assessedExercism's community-maintained tests; not read task by task.
O.d.2not assessed
O.f.2yesDeterministic unit tests, no network or services.

Score: 2 of 4.

Benchmark reporting

ItemAnswerEvidence
R.1yesTasks public; hbench Apache-2.0.
R.3noExercism exercises are public and widely copied.
R.5yesThe benchmark page says what it measures: editing code reliably in six languages.
R.7yesThe methodology's "what we can't check".
R.9no
R.10yes95% interval per row, paired test between rows.
R.11yesThe methodology.
R.12noNo reference harness named.

Score: 5 of 8.

Reading a board on it

Aider's own leaderboard uses this set with Aider fixed and models varied; a board here holds the model fixed and varies the harness, so the two don't compare. The named board on DeepSeek-Flash takes no uploads.

Reviewed on October 29, 2026.