hernino (@hernino25) header
hernino (@hernino25) profile picture

Cloud Solutions Architect

Paris, France
Joined November 2014
Photo by hernino (@hernino25)
hernino retweeted
1 NIL TO THE ARSENAL
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Arsenal football club!!!🥺♥️🤏
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the media has brainwashed people into arteta negative tactics! watch Arsenal vs Real, Bayern or vs other teams in the UCL which attack, you will realize how open the footbal gets. In the PL ,teams are scared to be torn apart, park the bus, Arsenal has to grind out results!
⚽️ #LFC 0-1 Arsenal: Hope Returns, Reality Bites There was genuine optimism before kick-off. Five consecutive victories, attacking talent beginning to flourish and the possibility of dragging ourselves into a title race. By full-time, that optimism had been painfully extinguished. Arsenal came to Anfield, scored early through Kai Havertz following another costly error in Alisson’s distribution, and proceeded to suffocate the contest. Mikel Arteta’s football is a miserable spectacle, relentlessly cynical, calculated to frustrate and frequently assisted by refereeing that rewards every theatrical collapse. Andy Madley’s performance was dreadful. The failure of Stuart Attwell’s VAR to intervene when Jurrien Timber blatantly pulled Alexander Isak’s shirt was particularly galling. Liverpool must become considerably more streetwise in demanding decisions. Their reluctance to challenge officials is becoming costly. Yet Liverpool’s greater problem lies within. Forty-eight touches in Arsenal’s penalty area, zero shots on target. Wirtz struck the crossbar, Mac Allister squandered an excellent opportunity, but the attacking combinations remain desperately poor. Passes behind runners, hesitant movement, dreadful timing. Extraordinary individual talent producing remarkably little collective threat. Trey Nyoni offered composure and control in midfield. His withdrawal appeared to surrender Liverpool’s momentum, another reminder that adding attacking players rarely compensates for losing midfield balance. Arsenal defended superbly, however unappealing their methods. Liverpool simply lacked the invention to punish them. Defeats to Manchester City and Arsenal at Anfield have exposed the distance between Iraola’s developing side and genuine title contenders. A battle for Champions League qualification now looks considerably more realistic. Wednesday brings another European examination, and an opportunity to respond. For now, the disappointment is profound. We dared to believe again, and Liverpool have reminded us how much work remains.
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devilish club 😂😂
Chelsea fan warned y'all Liverpool fans, you didn't listen😂😂😂😂😂
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The Non negotiables to start with but when he arrived and he said it, he was clowned with memes , by pundits and even a part of our fanbase, of course there is another aspect, he is an elite coach but he doesn't get the credit for his talent
Arsenal players were coaching themselves on the field today. They kept screaming at each other, demanding better froom one another. I saw Rice scream at Odegaard, Gabby at Calafiori, Calafiori at Gabi, even Konsa shouted at Gabriel. These guys are built like machines. What exactly does Arteta do to these guys?
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I certainly was in the same camp as you and I still am, wait when’s he starts scoring! He has that clutch gene like Trossard, scoring in important games! Fans seem to have taken a liking to him and they should! Top talent but people think he is average because he cost less!
I understand that not everyone in the fanbase was as high on Tzolis as I was. I also understand people having concerns over him being our only LW signing, especially when Trossard and Martinelli left. What I cannot, for the life of me, understand are Arsenal 'fans' praying for his downfall rather than admitting they were wrong about him. I wanted Ben White sold this summer because I believed he was past the physical level required for us; he's proven me wrong. There's nothing wrong with being wrong, especially when you being wrong means the player is performing better for our club. Tzolis is playing better than you expected, accept it and support the dude rather than acting like a petulant brat.
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😎😎
Arsenal are the FIRST team since records began in 2003-04 to prevent Liverpool from registering a single shot on target in a Premier League game at Anfield 🧱
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Exactly Lol 😂😂😂
Let's just pray Alexis Mac Allister is okay after being gently nuzzled by Noni Madueke
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The same thing was said after a freak of free kick goal! And here we are again! Remember this is an Arsenal team without Saka and Saliba too Lol !
"If Liverpool win today, they're going for the league" Jamie Carragher previews Liverpool vs Arsenal 🗣️
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Are people surprised about the bias?!
When Arsenal lost to Brighton, it was so all over the place to the extent that @talkSPORT invited their manager for an interview on how he did it. It was their topic for weeks. Since yesterday, I have scrolled and scrolled looking for someone talking about City’s loss. I only saw one post at the final whistle and it was about Brighton. Then went to search @TheAthleticFC to see what they have posted. They have made six posts about United’s loss to Chelsea, a result that’s not very much a surprise anyway. They have one post on the Manchester City loss and it’s about Brighton. If it was any other team Brighton beat at their homes now, analysis would have been pouring in like Barcelona scoring their mates, Deportivo Alaves or Fabrizio spamming the timeline because Yamal scored Elche.
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Yes it’s new tech for Rwandans and a very helpful one, so why the dismissal from you? Besides who anyone has been to Paris would tell you this is not even widely available in the whole of Îles de France region, available on some bus stops only, why not celebrate it back home?
Replying to @bartlettdaron
this embarrasses me....these things have been in the West for decades, but someone will be yelling that a new technology has arrived in Kigali,,,Please ??
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hernino retweeted
Standard RLVR methods such as GRPO learn primarily from outcome rewards, leaving the internal causes of failure largely unaddressed. Self-Distillation Policy Optimization (SDPO) raised in ICML26 takes a different approach: the model revisits its own failed attempt with environmental feedback, then distills its feedback-informed next-token distribution back into the original policy. No external teacher is needed. On chemistry reasoning with Olmo3-7B, SDPO reaches GRPO's accuracy approximately 6× faster in wall-clock training time. On difficult LiveCodeBench problems, test-time self-distillation achieves comparable solution-discovery probabilities with up to 3× fewer attempts. The deeper insight is that a model's ability to recognize mistakes after receiving feedback can become a dense learning signal rather than remaining a temporary in-context capability. This connects reinforcement learning with KL-based distillation, credit assignment, and amortized inference. However, the method depends on reliable feedback and sufficiently capable self-teachers, while additional computation and out-of-distribution generalization remain open questions. The next challenge is integrating self-distillation with persistent agent memory and tool feedback, allowing failures to produce transferable improvements rather than merely triggering another attempt. arxiv.org/abs/2601.20802
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By the end of the summer, I had made my mind up. he is the one to go after
Look at Kroupi how he sees the whole play & the ice cold execution of the reverse pass after the cute escape from pressure. This guy doesn’t get enough attention for his creative potential that’s so clearly bursting in as much gore as the xG cheating ballstriking ability.
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😂😂😂😂😂
Tell Sam Altman that I use my 64GB of RAM to run print("Hello, World!"). I want him to know it's me.
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HIER, IL CONDAMNAIT MOSCOU ; AUJOURD’HUI, IL FRAPPE À SA PORTE : FÉLIX TSHISEKEDI ET LA DIPLOMATIE DU « JE TE CONDAMNE, MAIS AIDE-MOI » ! Il faut reconnaître à Félix Tshisekedi un talent politique assez rare : celui de faire un virage à 180 degrés sans même prendre la peine d’allumer le clignotant ! Le courageux Félix Tshisekedi Tshilombo semble avoir inventé une nouvelle école diplomatique : celle où l'on condamne aujourd'hui ceux dont on sollicite l'aide demain. Une diplomatie à la carte, avec des principes interchangeables et des convictions qui semblent avoir une date de péremption. Félix Tshisekedi Tshilombo multiplie les déplacements dans les salons diplomatiques, non pas pour présenter un bilan convaincant de sa gouvernance ni pour nouer des partenariats en faveur du développement, mais pour proférer des accusations mensongères contre les pays voisins et ses compatriotes du FRN. À croire que son passeport diplomatique est devenu un carnet de plaintes internationales ! Le 2 mars 2022, la République démocratique du Congo votait en faveur d'une résolution de l'ONU condamnant l'agression russe contre l'Ukraine. Kinshasa affichait alors fièrement sa position aux côtés des pays qui condamnaient Moscou. Le 24 février 2026, à l'occasion du quatrième anniversaire du déclenchement de la guerre en Ukraine, le régime congolais renouvelait son positionnement à l'Assemblée générale des Nations unies en votant pour la résolution intitulée « Appui à une paix durable en Ukraine », adoptée par 107 voix pour, 12 contre et 51 abstentions. Mais voici que le scénario diplomatique connaît un retournement spectaculaire : après avoir condamné Moscou, voilà que Kinshasa cherche désormais à se rapprocher de la Russie et à solliciter son soutien. Quelle merveilleuse gymnastique diplomatique ! Hier, on levait la main pour condamner Poutine ; aujourd'hui, on tend la main pour obtenir son aide. Hier, Moscou était présentée comme un problème ; aujourd'hui, elle pourrait devenir une solution. Hier, le président Kagame était son frère ; aujourd'hui, il veut à tout prix détruire le Rwanda en renforçant et en organisant les FDLR pour aller détruire la paix, l'unité et le développement qui règnent au Rwanda. Finalement, il semblerait que les condamnations de Kinshasa aient une durée de validité assez courte : elles expirent dès que les besoins du régime changent ! Et demain, qui sait ? Félix Tshisekedi Tshilombo pourrait bien réserver un billet pour le Salvador, histoire d'aller expliquer aux autorités de ce pays que tous les problèmes du Congo viennent encore des autres. Après avoir fait le tour des capitales diplomatiques avec sa valise d'accusations, il ne lui restera plus qu'à ajouter un carnet de demandes d'assistance à ses bagages ! À ce rythme, les espaces aériens devraient presque lui proposer une carte de fidélité spéciale : un déplacement, une accusation, une demande de soutien. Le programme diplomatique du régime semble désormais fonctionner en trois étapes ! Soyons clairs : dialoguer avec la Russie n'a rien de condamnable. Les relations internationales ne sont pas un concours de rancune. Mais lorsqu'un régime change aussi rapidement de posture après avoir publiquement défendu une position contraire, la moindre des choses serait d'expliquer ce spectaculaire changement de cap. Car la diplomatie exige de la cohérence, de la vision et une certaine constance. Elle ne devrait pas ressembler à un marché où l'on dénonce un partenaire le matin pour lui demander un service le soir. Chez Félix Tshisekedi, les principes semblent avoir des ailes : ils voyagent d'une capitale à l'autre, changent de discours à chaque escale et atterrissent toujours là où les intérêts du régime les conduisent. À Kinshasa, la diplomatie n'est visiblement plus une question de principes, mais de circonstances : hier, on condamnait Moscou ; aujourd'hui, on frappe à sa porte. Demain, on nous expliquera probablement que c'était prévu depuis le début !
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Today, RDB CEO @afrika_jean, signed a Strategic Investment Agreement with Mr. Aubin Rukera, CEO of Ecofleet Solutions Ltd., and Mr. Mohammed Hady N. Tabriz, CEO of Chery Holding Rwanda Ltd., to establish an electric vehicle assembly plant. The agreement marks a significant milestone in advancing Rwanda’s green mobility agenda, supporting efforts to reduce carbon emissions, and strengthening domestic manufacturing capabilities.
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Most agents freeze once deployed. Project Chrysalis uses Gemini platform & Google Cloud to safely enable self-evolving agents: ⚡ 15–45 mins ➡️ 1.8s mitigation time 📉 519.8ms ➡️ 18.2ms P99 latency Explore the full architecture → goo.gle/4eDDzNc
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🇷🇼 르완다 주요 관광지 소개 – 전국 각지 편 🇷🇼 우리 대사관은 르완다를 방문하시거나 체류 중인 우리 국민에게 여행 계획에 참고하실 수 있도록 르완다 전역에 위치한 주요 자연·문화 관광 명소들을 소개해 드리니 유용하게 활용하여 주시기 바랍니다.
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