Sara Chrouf / Journal

Zuihitsu, the Journal

Essays that follow the brush, written from inside the building of Kuwain, Sadeed, Mutarjim, and Baseer: each starts at a technical detail and ends at an institutional question. No schedule; published when ready.

May 2026

From Oil to Weights

Compute is drills, not crude. The real refinery: data, evaluation, deployment, people, an own-rent-ally sort, and a ledger of questions for ministries.

Published9 minInstitutions
Apr 2026

A Benchmark Translated Is Not a Benchmark Inherited

A translated exam is a transformed exam: imported assumptions, translator artifacts, blind spots. Why we built Tarjama-25 and SadeedDiac-25, plus a four-question inheritance test.

Published8 minEvaluation
Mar 2026

Diacritics Are Signal, Not Noise

What curating Sadeed’s data taught us: the marks are compressed meaning, stripping them is the real clutter, and why the benchmarks lied until we built SadeedDiac-25.

Published8 minArabic NLP
Feb 2026

The Tokenizer Is a Border

Subword vocabularies are trade agreements written in English. What an Arabic user pays at the crossing. From inside the Kuwain experience.

Published9 minArabic NLP
Draft

The Venture House as a Research Instrument

Misraj from the inside: what a researcher learns when the lab is a market.

Coming soonInstitutions
Draft

Inference Is a Real Estate Problem

What a token costs in Dammam versus Virginia, and why some things get built and some get rented.

Coming soonInstitutions
Draft

Ma (間): Negative Space as a Research Method

What the benchmark does not say, what the session does not answer, and why I design for the gaps on purpose.

Coming soonMarginalia

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