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AI & Agents

Jakub Ćwirlej

Last updated 2026-10-24 · benchmark measured 2026-10-24 — deterministic & reproducible

Research and tools on AI audit trails, uncertainty, and a small code model.

88/100
7/7 frames
Top 21% of 17,341 measured
Legit Benchmark — the simple average of 7 measured frames. Frames we could not measure are left out of the average, never counted as zero. Every frame is shown below with its evidence.
Checked 2026-10-24 · scores move as sites change

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To cite this score: legit.show/s/jakubcwirlej-com/2026-10-24. That address never changes; this page moves with every re-measure.

Legit.Show scored Jakub Ćwirlej 88/100 on 2026-10-24, measured across all 7 frames from its public surface. legit.show/s/jakubcwirlej-com/2026-10-24

Is Jakub Ćwirlej production-ready?

Legit.Show scores Jakub Ćwirlej 88 out of 100 — the simple average of its 7 measured frames. Legit.Show ran its deterministic 7-Frame production-readiness benchmark on Jakub Ćwirlej (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Accessibility; its weakest is Privacy. Every frame it averages is published with its evidence on the Legit.Show listing.

The 7 Frames

What we measured

Who it's for

AI developers · LLM users · Code writers · Compliance officers · EU AI Act implementers

Pricing

HDK: $0.0001 per anchor; anchoring costs $0.0000001 per interaction at default 1,000-event interval. EUGEN 160M: Free to try via terminal.

Sources and updates

Description
Taken from jakubcwirlej.com's own website on 2026-10-24.
Operator
Jakub Ćwirlej, as named in jakubcwirlej.com's terms, privacy page or footer.
Benchmark
Measured by Legit.Show from the live site, the way any visitor sees it — with no access to its code or accounts. Same method for every product, and no AI decides the score. Last checked 2026-10-24.

Put together from public information, without Jakub Ćwirlej's involvement. If anything here is wrong, tell us and a person will check it.

Visit Jakub Ćwirlej → · Alternatives to Jakub Ćwirlej → · How this was measured →

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