
Currently working on @ibou_io. I live by and for the algorithms.
DIE AND RETRY
Joined July 2009
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Un nouvel épisode de #queduweb est en ligne !
@Greg0ry et @speyronnet y reçoivent Clément Étoré, ingénieur data scientist passé par les services du Premier ministre, qui a tout quitté pour créer Bulle, un réseau social responsable !
👉 youtube.com/watch?v=OwRT12Lw…
Mieux que feu APMC sur PS3 poke @_Alex_Borghi_
Sylvain Peyronnet retweeted
Introducing LightOn Suite! 🚀
Enterprise AI needs more than powerful models. It needs access to the right information, and a way to turn that information into useful applications.
Today, we're launching LightOn Suite, bringing together two complementary products:
🔷 LightOn Core : transforms enterprise documents into structured, searchable knowledge that AI can use. From parsing and indexing to retrieval, with access permissions and traceability back to the original sources.
🔷 LightOn Apps : builds on Core to let teams create and deploy AI applications using their own company knowledge. From internal search and contract analysis to supplier comparisons and document workflows.
Together, they provide a shared knowledge foundation that can support multiple AI applications, without rebuilding the document infrastructure for every use case.
🤝 And we're teaming up with @Scaleway to make it available on European cloud infrastructure.
LightOn Suite is now available on @Scaleway 's French cloud, in SaaS and Managed VPC deployments. Scaleway is also making LightOnOCR-3 available through its Generative APIs, bringing our document intelligence models directly to developers.
👉🏻 Explore LightOn Core : lighton.ai/product/core
👉🏻 Discover LightOn Apps: lighton.ai/product/apps
« Un retour aux sources du web » : les promesses d'Ibou, le nouveau moteur de recherche made in France soutenu par Xavier Niel ebx.sh/dx7Vk0
Sylvain Peyronnet retweeted
World-leading document recognition. Beyond text extraction.
Introducing LightOnOCR-3, our new family of state-of-the-art AI models for document intelligence.
Building on LightOnOCR-2, it recognizes text and handwriting, describes images, extracts data from charts and preserves document structure, all in a single processing step.
🏆 Leading benchmark results : ahead of Chandra-OCR-2, Mistral OCR 4.1 and dots.mocr on OlmOCR-Bench, and first among open-weight models on ParseBench.
📊 More information from every document : turn text, tables, images and charts into content your business applications can use.
⚡Compact and efficient: 0.8B and 4B versions, with document processing up to twice as fast as LightOnOCR-2.
🔓Apache 2.0 license: use, adapt and deploy the models on your own infrastructure.
From handwritten administrative files to financial reports and technical documents, make more of your information searchable and usable.
👉 Explore the models and benchmark results: huggingface.co/blog/lightona…
👉🏻Explore the model page on our Website : lighton.ai/research/lightono…
#LightOn #DocumentIntelligence #OCR
Sylvain Peyronnet retweeted
We’ve lost an icon. Margaret Hamilton, a computer science pioneer best known for her work at MIT leading development of the flight software for the Apollo missions to the moon, has died at 90. Read about her legacy via MIT News: news.mit.edu/2026/margaret-h…
Sylvain Peyronnet retweeted
Meet Mistral Large 4, aka Le Chonk.
• 1T parameters, natively multimodal. 49B active.
It is the best open weights model from US or Europe on aggregated benchmarks.
• State-of-the-art on critical workloads, including cyber defense, manufacturing and finance and it surpasses closed frontier models on visual grounding.
• Forged in Europe end-to-end and is deployable from Europe via our own Mistral Cloud infrastructure.
• Available to all via API today. Working with cybersecurity partners privately.
Open weights release end of October.
🤖 Made with AI
Sylvain Peyronnet retweeted
Mark Zuckerberg talks about why the Llama run broke after Llama 3.
says Llama 3 was a very good model and almost at the frontier, then Llama 4 fell off the path they needed.
His read is that he staffed it like Instagram feed and ads, with hundreds or thousands of people in parallel, when a frontier model needs a small tight science team.
"When you're an entrepreneur, you're building something, I think you kind of get tested in those moments because inevitably not everything is going to go well. And the things that kind of define the trajectory are, okay, if something doesn't go the way that you want, how do you basically figure out how to move forward?"
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From "The Next Big Thing" YouTube channel, (link in comment)
En tout cas (débat de la primaire), l'IA dans toutes les réponses ^^ Les politiques devraient se payer de toute urgence une formation.
Débat de la primaire, je viens de voir que chacun est à environ 13 minutes de temps de parole.
Si on enlève toute la flute, on a eu 1 à 2 min par personnes max, qui va faire le montage final ?
Je vois pas mal de gens ici dirent que passer son temps assis à écouter des cours au lycée c'est la belle vie.
Et en même temps je fais de la formation et nos formés (des adultes expérimentés) disent que plus de 6h de formation en une journée c'est trop dur
Et pourtant l'ambiance est calme, l'effectif tout petit, on a des toilettes qui fonctionnent, du café, des gâteaux (et oui).
Offrons des situations normales aux jeunes, créons une promesse d'avenir compréhensible, je fais le pari que l'ambiance changera.
Sylvain Peyronnet retweeted
Nouvel épisode de Que Du Web avec la célèbre @Mathilde. Elle a été e-commerçante, vendeuse de clics, patronne dans la healthcare et à chaque fois avec succès !
C'est une serial-entrepreneuse et en plus, c'est mon amie !
Foncez 👉 youtu.be/jedyRmaHFmg
3 modèles system one (jev-like si vous préférez) par ibou:
huggingface.co/IBOU-SEARCH/A…
Sur la base d'un Qwen 4B
huggingface.co/IBOU-SEARCH/A…
Sur la base d'un Qwen 0.8B
huggingface.co/IBOU-SEARCH/A…
Sur la base de ministral 8B
poke @multimodalart just in case (for the decision index)


















