This will probably be great for Large single GPUs (e.g. RTX PRO 6000) You’re limited to 40Gpbs initially (during model loading) but then once the model is fully loaded on the GPU it should be extremely faster than Unified Memory speeds for inference
AUTOMATION
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KiloClaw AI tool for legal information synthesis and task automation
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KiloClaw puede sintetizar información de todo tu stack tecnológico. En segundos, puede resumir actualizaciones del abogado contrario, próximos plazos y tareas urgentes, todo entregado de forma segura en tu chat. pic.twitter.com/GARIjoiEaK
— SONIA (@S0N_IA_) 1 avril 2026KiloClaw puede sintetizar información de todo tu stack tecnológico. En segundos, puede resumir actualizaciones del abogado contrario, próximos plazos y tareas urgentes, todo entregado de forma segura en tu chat.
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Semi-Humanoid Robot Transforms Solar Farm Installation and Inspection
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Tracked Semi-Humanoid #Robot Enters Solar Farms for Smarter Installation and Inspection
— Ronald van Loon (@Ronald_vanLoon) 1 avril 2026
by @CyberRobooo#Robotics #Engineering #ArtificialIntelligence #Innovation #Technology pic.twitter.com/AaZYpNM75CTracked Semi-Humanoid #Robot Enters Solar Farms for Smarter Installation and Inspection
by @CyberRobooo #Robotics #Engineering #ArtificialIntelligence #Innovation #Technology -
KiloClaw AI personal logistics assistant
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KiloClaw puede actuar como un asistente personal para la logística familiar. Pregúntale cómo es tu agenda y obtendrá información de tu calendario, correos electrónicos y chats familiares para darte un itinerario diario perfecto. pic.twitter.com/Ro3IO3FKqo
— SONIA (@S0N_IA_) 1 avril 2026KiloClaw puede actuar como un asistente personal para la logística familiar. Pregúntale cómo es tu agenda y obtendrá información de tu calendario, correos electrónicos y chats familiares para darte un itinerario diario perfecto.
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KiloClaw AI agent automates developer workflow and issue management
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Para desarrolladores, KiloClaw puede integrarse directamente en tu flujo de trabajo.
— SONIA (@S0N_IA_) 1 avril 2026
En lugar de revisar GitHub manualmente, simplemente envía un mensaje a KiloClaw para que gestione tus nuevos issues y te envíe cada mañana un resumen diario de los Pull Requests. pic.twitter.com/iEOu1DYTDvPara desarrolladores, KiloClaw puede integrarse directamente en tu flujo de trabajo. En lugar de revisar GitHub manualmente, simplemente envía un mensaje a KiloClaw para que gestione tus nuevos issues y te envíe cada mañana un resumen diario de los Pull Requests.
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How to set up the open-source KiloClaw AI agent tool
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KiloClaw tarda menos de 60 segundos en configurarse.https://t.co/Bu4Bvs83g1 al panel de Kilo
— SONIA (@S0N_IA_) 1 avril 2026
2.Haz clic en “Claw” y selecciona tu modelo de IA
3.Conecta tu token de bot de Telegram, Discord o Slack
4.¡Empieza a chatear!
Es completamente de código abierto y personalizable. pic.twitter.com/bi0f65ve9dKiloClaw sets up in less than 60 seconds. http://
1.Ve to the Kilo panel
2.Click on “Claw” and select your AI model
3.Connect your Telegram, Discord, or Slack bot token
4.Start chatting! It's completely open source and customizable. -
DeepReinforce Wins Top Spot in AI Contest
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DeepReinforce took first place in a competitive programming contest, with its AI Agent, outperforming all human contenders. Earlier, the previous best result was achieved by Gemini 3.1, hitting 8th place in February 2026. "GrandCode is a multi-agent AI system powered by
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Human DDoS: New Cybersecurity Risk from Autonomous AI Systems
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AI agents are changing cyber defense, but they may also create a new denial-of-service layer: humans 🤯 New blog 👉The Few Humans Left: Risk of Denial Service Attacks on Humans trent.ai/blog/humans-ddos-ai… As autonomous systems scale, the few humans left in the loop inherit only: ☑️ambiguity ☑️edge cases ☑️final judgment calls That means the real bottleneck shifts from infrastructure to cognition. The system doesn’t need to be breached to fail. It just needs to overwhelm human decision-making. Eno Thereska, CEO & Co-Founder of Trent AI, calls this “human DDoS.” A key idea from our RSAC 2026 Cyber Startup Expo panel on machine-speed cyber battle. #AISecurity #CyberSecurity #AgenticAI #RSAC
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AI Transforms Manual Web Browsing Into Automated Research
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Right now, browsing is manual labor. You: → Open 10 to 20 tabs
→ Compare sources
→ Copy insights into notes
→ Try to connect the dots The cognitive load is on you. This new model flips it. AI reads the context of your open tabs, understands your goal, and builds -
Self-Organizing LLM Agents Outperform Predefined Role Hierarchies
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NEW papers on self-organizing LLM Agents. Assign an agent a role, and it'll follow instructions. Let agents figure out roles themselves, and they'll outperform your design. New research tested this across 25,000 tasks with up to 256 agents. The work shows that self-organizing LLM agents spontaneously develop specialized roles without any predefined hierarchy. A sequential coordination protocol outperformed centralized approaches by 14%, agents generated over 5,000 unique roles organically, and open-source models reached 95% of closed-source quality at significantly lower cost. Most multi-agent frameworks today start by defining roles: planner, coder, reviewer, critic. This paper provides large-scale evidence that the opposite approach works better. Give agents a mission, a protocol, and a capable model. The agents will figure out the rest. Paper: arxiv.org/abs/2603.28990 Learn to build effective AI agents in our academy: academy.dair.ai/