offbeat beta
Examples

Real runs, real numbers.

Everything below is actual output from the engine that powers the tool, reproduced with its measurements. Nothing was hand-polished afterward.

English: a productivity blog post, score 16 to 87

1687
hard checks 9 to 1 | all 12 inflation words gone
checkbeforeafter
AI-inflation vocabulary120fixed
stock AI phrases20fixed
participle tails30fixed
summary closers20fixed
significance inflation20fixed
em dashes10fixed
sentence-length stdev3.32.4still failing

Diff excerpt. Deletions struck through, insertions on green. The one check still failing after the rewrite is right there in the table: honesty over polish.

In today's rapidly evolving digital landscape, productivity Productivity tools have become pivotal for knowledge workers. It's not just about managing tasks, it's about creating a seamless workflow that empowers matter more than most teams realize. Managing tasks is the easy part. What matters is a workflow that lets teams to thrive. Moreover, the right tool serves as a testament to The right tool reflects a company's culture.

العربية: منشور تقني، من 73 إلى 96

7396
hard checks 2 to 0 | code fences byte-identical
الفحصقبلبعد
العبارات الاحتفالية الجاهزة30أُصلح
علامات لاتينية / تطويل20أُصلح
الترقيم الآلي (إرشادي)10أُصلح

مقتطف من الفرق. لاحظ الربط بـ«ثم» و«و» بدل الترقيم الآلي:

أولًا، قمنا بدأنا بترحيل الملفات القديمة. ثانيًا، قمنا بتوحيد القديمة، ثم وحّدنا التنسيق عبر جميع الصفحات. ثالثًا، قمنا بتفعيل الصفحات، وفعّلنا بعدها المعاينة التلقائية لكل مساهمة جديدة.

The whole eval suite, since one example proves nothing

The repo carries a committed evaluation set: 20 texts across genres and lengths in both languages, run end to end against every engine and prompt change. Latest run, on the engine this site actually serves: mean gain +24.1 points, 17 of 20 texts improved, zero run errors. The worst English fixture went 16 to 87; Arabic fixtures finished between 90 and 98. Two drafted candidates failed the faithfulness guard mid-run and were discarded before they could win, which is its whole job.

Three texts did not beat their originals, and the tool said exactly that instead of shipping them quietly. That honesty is a feature, not a bug to file.

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