Andy Manel (@andymanel) header
Andy Manel (@andymanel) profile picture

Accelerating human evolution for freedom and abundance.

Montréal
Joined October 2009
Photo by Andy Manel (@andymanel)Photo by Andy Manel (@andymanel)Photo by Andy Manel (@andymanel)Photo by Andy Manel (@andymanel)Photo by Andy Manel (@andymanel)Photo by Andy Manel (@andymanel)Photo by Andy Manel (@andymanel)Photo by Andy Manel (@andymanel)
If your core workflows rely 100% on third-party APIs, you don't fully own your operational resilience during a crisis. True sovereignty means having vetted, open-weight models ready to run on your own compute—where your only dependencies are electricity and hardware.
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While full self-hosting isn't economically feasible for every business today, aiming for AI sovereignty is the right long-term strategy for any enterprise that values control over its stack.
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To bypass this lockout, Hugging Face deployed GLM 5.2—an open-weight model—directly onto their own servers to analyze over 17,000 attacker footprints. This provided two massive advantages: 1. Unrestricted Analysis: No 3rd-party safety filters blocking legitimate security research
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2. Complete Data Privacy: Sensitive incident logs and credentials never left their internal network. This is one of the clearest real-world cases for AI sovereignty we have seen.
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Did China's AI save Hugging Face from disaster after the OpenAI hack? Short answer: No. This headline isn't really about national AI races or geopolitics. It’s about a core operational debate: Closed API Gatekeepers vs. Open-Weight AI Sovereignty. Here is what actually happened:
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The result? They hit a wall. The commercial providers' safety guardrails flagged the raw exploit payloads and attack logs, unable to distinguish an incident responder from an attacker.
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When Hugging Face needed to perform forensic analysis following the OpenAI model evaluation breach—where OpenAI's autonomous test agents broke containment and accessed Hugging Face's infrastructure—they initially turned to commercial frontier models behind private APIs.
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The result? They hit a wall. The commercial providers' safety guardrails flagged the raw exploit payloads and attack logs, unable to distinguish an incident responder from an attacker.
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To bypass this lockout, Hugging Face deployed GLM 5.2—an open-weight model—directly onto their own servers to analyze over 17,000 attacker footprints. This provided two massive advantages:
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Buenos días 😃 Venezuela 🇻🇪 🙌🏻🙌🏻🙌🏻🙌🏻
Readers added context they thought people might want to know
Video posted on July 29, 2024 x.com/NoticiasCaraco…
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Please join us in praying for Charlie's family and our nation.
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Señor @NicolasMaduro, usted ha dicho en numerosas ocasiones que quiere a los venezolanos de regreso y en libertad. A diferencia de usted, que tiene presos políticos, nosotros no tenemos presos políticos. Todos los venezolanos que tenemos bajo custodia fueron detenidos en el marco de una operación contra pandillas como el Tren de Aragua en Estados Unidos. A diferencia de nuestros detenidos, muchos de los cuales han asesinado, otros han cometido violaciones, y algunos incluso habían sido arrestados en múltiples ocasiones antes de ser deportados, sus presos políticos no han cometido ningún delito. La única razón por la que están encarcelados es por haberse opuesto a usted y a sus fraudes electorales. Sin embargo, quiero proponerle un acuerdo humanitario que contemple la repatriación del 100 % de los 252 venezolanos que fueron deportados, a cambio de la liberación y entrega de un número idéntico (252) de los miles de presos políticos que usted mantiene. Entre ellos, Rafael Tudares, yerno de Edmundo González; el periodista Roland Carreño; la abogada y activista Rocío San Miguel; la señora Corina Parisca de Machado, madre de María Corina Machado, a quien amedrentan a diario y le sabotean el acceso a servicios básicos como la luz y el agua; así como los cuatro dirigentes políticos asilados en la embajada de Argentina y otros venezolanos presos políticos. También se incluirían los casi 50 ciudadanos detenidos de otras nacionalidades: estadounidense, alemana, dominicana, argentina, boliviana, israelí, chilena, colombiana, ecuatoriana, española, francesa, guyanesa, neerlandesa, iraní, italiana, libanesa, mexicana, peruana, puertorriqueña, ucraniana, uruguaya, portuguesa y checa. Nuestra Cancillería enviará la correspondencia formal. Dios bendiga al pueblo de Venezuela.
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Mark Carney refused to stand up for a Canadian citizen when a Liberal candidate called for him to be turned over to Beijing for a bounty. If he won’t stand up for a Canadian against threats to his life, how can he ever stand up for Canada?
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Andy Manel retweeted
🔴 @Santi_ABASCAL vaticina un pacto en Defensa entre Feijóo y Sánchez y replica al autócrata: "No, señor Sánchez, NO ES LA HORA DE CEDER más soberanía".
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Team Canada 🏆🇨🇦
Le jeu du Canada. L'héritage du Canada. Le vrai Nord, fort, libre et doré 🇨🇦
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Canada First 🍁 It took a long time for Canadians to discover the obvious: before telling others what to do, fix your own house.
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Canada should be the world’s richest country.
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Andy Manel retweeted
funny, they never sent me one of these for contributing to democrats...
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