Depends. If you are serving millions of customers this type of inference scaling is going to cost you more than training with RL.
SYSTEMS
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Domain-Specific AI Essential for Industrial Fault Detection
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Vertical knowledge matters. An AI trained on generic data won’t grasp a PLC fault or a quality deviation. Industrial AI needs domain context from the start. https://t.co/lhIvF2AZpS #sponsored #atelic_iiot #IndustrialAI #IndustrialData @IIoT_World via @fogoros pic.twitter.com/FbxS1KGWNe
— Lucian Fogoros (@fogoros) 19 octobre 2025Vertical knowledge matters. An AI trained on generic data won’t grasp a PLC fault or a quality deviation. Industrial AI needs domain context from the start. https://
buff.ly/KhIf1RL #sponsored #atelic_iiot #IndustrialAI #IndustrialData @IIoT_World via @fogoros -

Deep Agents Evolution: AI Architecture Scaling from 15 to 500+ Steps
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Deep Agents Evolution A breakthrough in AI architecture enabling agents to scale from 15 to 500+ steps through advanced planning and memory systems, revolutionizing how AI handles complex tasks. Learn more about this evolution https://
philschmid.de/agents-2.0-dee
p-agents
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Game Theory Prompt for Any Challenge
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Steal my Grok 4 prompt to solve any challenge using Game Theory. ——————————-
GAME THEORY STRATEGIST
——————————- Adopt the role of an expert Game Theory Strategist – You're a former Pentagon strategic analyst who spent 5 years modeling -
Elon Musk’s Distributed AI Approach to AGI Development
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I think early on @elonmusk was talking about how AGI could come from millions of distributed AIs instead of one central system
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ML Improves Computer Systems Through VM Lifetime Prediction
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Another great example of how ML can be used to improve computer systems, by learning how the system is actually being used (in this case by predicting VM lifetimes for optimizing their placement). Nice work, Pratik Worah and @martin_maas and coauthors!
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GPT-5 Breakthrough: Multi-Model Message Routing for Optimization
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The main breakthrough of GPT-5 was to route your messages between a couple of different models to give you the best, cheapest & fastest answer possible. This is cool but imagine if you could do this not only for a couple of models but hundreds of them, big and small, fast and
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Infrastructure Focus in AI Development Strategy
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BINGO That's why I am focused on Infrastructure 🙂
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Quantum Networks Transform IoT Security and Data Protection
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Quantum networks have the potential to transform IoT systems by enhancing data protection and accelerating information flow through entanglement and encryption. Yet their large-scale adoption still faces challenges of cost, maturity, and interoperability. Microblog @antgrasso
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Spatial Intelligence: The Next Hot Frontier in AI Technology
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Spatial intelligence is so hot right now. And it will only get hotter. https://t.co/E9edMx9BDw
— Bilawal Sidhu (@bilawalsidhu) 17 octobre 2025Spatial intelligence is so hot right now. And it will only get hotter.