I think the better mental model is there’s a fixed amount of post-training you can do and every bit of compute you spend on chess has an opportunity cost in other, more useful capabilities. And no modern LLM, with any amount of training, would beat Stockfish, so why try?
SYSTEMS
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AI Factory Deployments: 30+ Use Cases Without Schedule Constraints
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More than 30 use cases realized across factory sites. Teams no longer tied to rigid deployment schedules.
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Cloud-Based Manufacturing System Transforms Industrial Automation
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The world's first fully cloud-based manufacturing system can adapt quickly to market needs while elevating product quality. This approach gives manufacturers the flexibility to innovate without deployment constraints. Partner content with Cybus. #cybus_iiot #HM26 pic.twitter.com/5sFyMPNfWS
— Lucian Fogoros (@fogoros) 19 avril 2026The world's first fully cloud-based manufacturing system can adapt quickly to market needs while elevating product quality. This approach gives manufacturers the flexibility to innovate without deployment constraints. Partner content with Cybus. #cybus_iiot #HM26
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Smart Sensor Technology Advances in Industrial IoT Systems
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@LNPServices @embedded_comp @DimitriHommel @IIoT_World @CRudinschi @agentic_factory This thread adds clarity to the smart sensor technology conversation.
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Critical Failover Systems for Oil and Gas Safety Monitoring
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Oil and gas operations require automatic failover because manual switching creates dangerous gaps in safety monitoring. Standard MQTT brokers fail over to backup systems too slowly for petroleum applications.
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Smart MQTT Broker Enables IoT Redundancy for Heritage Petroleum
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Heritage Petroleum in Trinidad needed IoT sensors talking to SCADA. Standard brokers could not handle the redundancy requirements. The Smart MQTT Broker built in automatic failover. Partner content with @skkynetinc. #HM26 #skkynet_ai pic.twitter.com/6Fo9tnu6oo
— Lucian Fogoros (@fogoros) 19 avril 2026Heritage Petroleum in Trinidad needed IoT sensors talking to SCADA. Standard brokers could not handle the redundancy requirements. The Smart MQTT Broker built in automatic failover. Partner content with @skkynetinc
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AI’s Role in Ukraine War Strengthens Geopolitical Sovereignty
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Sovereignty is downstream of AI. It is astonishing how quickly Ukraine’s geopolitical hand has strengthened thanks to its experience fighting the first AI war: one where compute, algorithms, drones (and the gamers driving those drones!) can outmaneuver a far “bigger” fighting
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Agentic AI Systems Design Blueprint Guide
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#AgenticAI Systems Design Blueprint by @Python_Dv #AI #LLM #ArtificialIntelligence #MachineLearning #ML
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Cognitive Friction and Interface Abstractions Enable Long-term Technical Compounding
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I'd say cognitive friction is even more than just a regularizer: it's an incentive to find the right interface abstractions, and in turn good abstractions are what enables compounding over time. Piles of spaghetti don't compound, they collapse under their own weight after a while
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Context Engineering for Multi-Agent Systems: Building Transparent Reasoning Architectures
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"Context Engineering for Multi-Agent Systems: Move beyond prompting to build a Context Engine, a transparent architecture of context and reasoning" — at http://
amzn.to/448dSiA v/ @PacktDataML 𝓦𝓱𝓪𝓽 𝓨𝓸𝓾 𝓦𝓲𝓵𝓵 𝓛𝓮𝓪𝓻𝓷:
Develop memory models to retain short-term and