Yousef Kotp

Computational Scientist @sanofi | MSc @Concordia and @mila_Quebec

[Yousef Kotp @kotpazz]

We are releasing MOOZY, a patient-first foundation model for computational pathology.

Current slide encoders invest in heavyweight tile encoders, rely on proprietary data, and average multi-slide cases. MOOZY addresses all three.

https://t.co/U5t4bRTGkZ

[Archie McKenzie @archiemckenzie_]

“we sandboxed the agent”

meanwhile the agent:

[Yousef Kotp @kotpazz]

@MahdiSHosseini2 @chrisjpal @Concordia @Mila_Quebec @UMontreal @polymtl @mcgillu @chumontreal @IRIC_umontreal Paper: https://t.co/U5t4bRTGkZ
Project: https://t.co/4bWUGUGTKl
Code: https://t.co/fyyhrqKnNc
Model: https://t.co/uqUFTKYa0D
PyPI: https://t.co/DXcJcLqY3a

[Yousef Kotp @kotpazz]

We are releasing MOOZY, a patient-first foundation model for computational pathology.

Current slide encoders invest in heavyweight tile encoders, rely on proprietary data, and average multi-slide cases. MOOZY addresses all three.

https://t.co/U5t4bRTGkZ

[Yousef Kotp @kotpazz]

@MahdiSHosseini2 @chrisjpal This work is supported by NSERC, Amazon Research Award, Gina Cody RIF, and FRQNT. Compute by Calcul Quebec and Digital Research Alliance of Canada.

Affiliations: @Concordia @Mila_Quebec @UMontreal @polymtl @mcgillu @chumontreal @IRIC_umontreal.

[Yousef Kotp @kotpazz]

Stage 2 aligns slide representations with clinical semantics through multi-task supervision over 333 tasks (205 classification, 128 survival) from 56 public datasets.

All task heads are discarded after training, leaving a general-purpose patient encoder.

[Yousef Kotp @kotpazz]

The model is trained in two stages.

Stage 1 pretrains a slide encoder on 77,134 unlabeled public slides (feature grids from 1.67 billion tiles) via masked self-distillation across 23 anatomical sites. No labels. No reports. No proprietary data.

[Yousef Kotp @kotpazz]

in a world full of performative grind, be a spongebob

[Nayef Nahar نايف بن نهار @binnahar85]

منذ نحو مئة سنة والعالم الإسلامي يعيش في منطقة رمادية، ظاهره الاستقلال وباطنه الاحتلال، الجيد في الأمر أن ترمب سيضطر العالم الإسلامي للخروج من هذه المنطقة، إما إلى خضوع مكشوف أو إلى بداية استقلال حقيقي.

[autist @litteralyme0]

When the depression wears off and you start to realize you're lowkey the goat

[Florian Brand @xeophon]

Codex in a code base written mainly by Claude

[joseph @jojoldn]

a truly special experience. moments like this u start to know urself fr

[tweet davidson @andyreed]

using claude opus 4.6 to format a spreadsheet

[Santiago @svpino]

me every time claude code one-shots something i said it was impossible for AI to do

[pdawg @prathamgrv]

when claude code finishes my task before i even start scrolling reels

[Ra'uf @Aueriga]

عملية تدجين الشعب المصري اللي حصلت بعد الثورة دي تستحق الدراسة، قرارات كتير ملهاش معنى كنا ساعات بنشوفها على انها غباء او هدفها المكسب المالي بس ساعات (دا رأي الشخصي) لما الواحد بيبصلها من بعيد بيحس انها كانت نوعا ما حاجات مدروسة