❤️ anything open source

Joined June 2010
36 Photos and videos
Structural Anchors and Reasoning Fragility:Understanding CoT Robustness in LLM4Code — explained simply via @gistdotscience gist.science/paper/2604.1221…

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The NeurIPS 2026 Call for Papers is now live: neurips.cc/Conferences/2026/… Abstracts are due May 4, 2026 (AOE), with full papers due May 6, 2026 AOE. Please review the key changes to submissions this year neurips.cc/Conferences/2026/…, as well as our new initiative for Strengthening Area Chair Engagement and Calibration at NeurIPS 2026 blog.neurips.cc/2026/03/23/r…

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Book
This AI System Design guide teaches RAG better than most courses. And I'm giving it away for free (Only for First 4500) Inside: • RAG fundamentals & chunking strategies • Hybrid retrieval (BM25 vector search) • Production-level RAG architecture • Evaluation & RAGAS metrics • Hallucination reduction techniques • End-to-end LLM system design How to get it: • Follow me (must so I can DM) • RT Like • Comment "book" I'll dm you
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the Cameroon anglophone’s crisis facebook.com/share/p/1EHkSL4…

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BOOK
22 Dec 2025
last month we wrote a new agents book: patterns for building ai agents it has everything you need to take your agents from prototype to production, like agent design patterns, the basics of security, etc reply to this tweet with BOOK and we'll dm you so you can get a copy
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Interesting indeed
21 Dec 2025
This is the way
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4 Dec 2025
NeurIPS 2025
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Armstrong retweeted
"I am deeply concerned by the deteriorating security situation and reports of human rights violations in #Cameroon. There is no place for violence in democracy. I strongly condemn acts of violence, killings ... and arbitrary arrests." -@CongresswomanSC cherfilus-mccormick.house.go…

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#Cameroon: We’ve been receiving shocking reports of people killed, injured or arrested since yesterday in protests linked to today's announcement of the presidential election results. We call for restraint, investigations and an end to the violence.
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In many places during the campaigns, this African leader was unable to personally appear before the people. Instead, his team played recorded messages and displayed his portrait to represent him. Today, he was declared the winner. No one has ever gone this lower than Cameroon.
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Je suis en noir aujourd’hui car chaque jeune devrait être libre d’exprimer son opinion politique sans être oppressé par ceux sensés les protéger ✊🏿 #FridayInBlack #FreeCameroon
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Opposition leader Issa Tchiroma Bakary declared himself the winner of the Cameroonian presidential election. However, the government has condemned his move as illegal, urging citizens to remain patient as official results are tallied, the results are to be announced on Monday.
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Armstrong retweeted
Si vous êtes au courant de toute arrestation arbitraire dans le contexte des ces élections, contactez @Stand4Cameroon inbox. Me @njifen travaille avec un collectif de plusieurs avocats et sont prêts à intervenir. #FreeCameroon
24 Oct 2025
Arrestation arbitraire de Martial Noubissie : un nouvel épisode de la répression politique au Cameroun Depuis ce jeudi 23 octobre 2025, Martial NOUBISSIE, membre de Stand Up For Cameroon militant du Mouvement pour la Renaissance du Cameroun (MRC) ,président de la Jeunesse Patriotique Engagée et a été brutalement interpellé par des personnes qui se sont avérés par la suite être agents de la SEMIL, sans mandat. Il est actuellement détenu dans leurs services dans des conditions encore inconnues. Tout porte à croire qu’en raison de ses engagements politiques, de ses prises de parole publiques et de son soutien affiché à M. Issa Tchiroma, il fait l’objet d’actes d’intimidation et de violences, susceptibles de se transformer en tortures morales et physiques. Nous dénonçons avec la plus grande fermeté cette arrestation arbitraire qui s’inscrit dans une vague plus large de répression observée ces derniers jours dans plusieurs villes du pays, visant notamment les quartiers supposés favorables au candidat Issa Tchiroma. Nous appelons à la libération immédiate de Martial NOUBISSIE et à la cessation de cette répression contraire à toutes les règles fondamentales de l’État de droit et aux engagements internationaux du Cameroun en matière de droits humains.
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