For the same reason we create simulations to develop our AIs in.
SYSTEMS
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Enterprise Gateway Layer for MCP Protocol Implementation
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That’s why you need a gateway in front of it. MCP is a protocol, you need additional layers on top for enterprise readiness.
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Frontier Models and Router Systems for AI Optimization
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The most effective AI systems don't rely on a single model. Frontier models provide state-of-the-art performance for complex tasks, while routers automatically select lightweight, open-source models for simpler jobs to optimize accuracy, latency, and cost. Learn more:
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Post-Cloud AI Infrastructure: Rebuilding the Agent Stack
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What does post-cloud AI infrastructure actually look like? Our co-founder and CEO @hwchase17 sat down with the MAD Podcast at Daytona COMPUTE in SF to go deep on how the agent stack is being rebuilt from scratch — including context windows, memory, orchestration, observability,
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Cloud computing is more powerful than local computing, asserts post
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I think slowly Big Tech / Big AI will suck up all apps Before they couldn't do niches and we could But with AI they can do niches fine
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AI Inference for Real-World Constraints and Safety-Critical Applications
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Axelera AI x Meridian Data Labs Defense installations. Remote industrial sites. Aircraft and engine MROs. Safety-critical metrology inspections. X-ray baggage inspections. These are environments where AI inference must operate under real-world constraints, not in datacenter
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Scalable MoE Training Efficiency with Megatron Core
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“Scalable Training of Mixture-of-Experts Models with Megatron Core” This NVIDIA MoE report walks through the hard part of MoE training. The key is not to add more parameters, but keeping sparse models efficient when only a small part of the model runs for each token. For
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Telecom Networks Evolving into AI-Driven Autonomous Systems
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Telecom networks are evolving into AI-driven systems capable of sensing, learning, and adapting. That was one of my biggest takeaways from @IBM
’s telco discussions at #MWC26 Why autonomy is becoming operational intelligence. https://
linkedin.com/posts/haroldsi
nnott_mwc26-autonomousnetworks-ai-activity-7435253319603912705-RlWm
… #AI @MWCHub @GSMA -
Mechanics and Software Integration: The Real Industrial Challenge
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Most people think we can code our way out of any industrial challenge. #sponsored by Siemens.
— Lucian Fogoros (@fogoros) 12 mars 2026
But here is the truth: If the mechanics don't fit, the software is stuck.
Rainer Brehm of @Siemens breaks down why the "interaction" between the physical and digital worlds is the true… pic.twitter.com/nMmAUnZy6GMost people think we can code our way out of any industrial challenge. #sponsored by Siemens.
But here is the truth: If the mechanics don't fit, the software is stuck.
Rainer Brehm of @Siemens breaks down why the "interaction" between the physical and digital worlds is the true -
Soul Cast 2.0: Creating Fully Customizable AI Actors for Storytelling
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Soul Cast = Cinema Studio 2.0
— Jouhatsu | AI Influence Operator (@Jouhatsu_ai) 12 mars 2026
Vous créez des acteurs IA COMPLÈTEMENT personnalisables.
Pas juste des deepfakes.
Des personnages construits pour le storytelling. pic.twitter.com/MwwOkf8nfSSoul Cast = Cinema Studio 2.0 Vous créez des acteurs IA COMPLÈTEMENT personnalisables. Pas juste des deepfakes. Des personnages construits pour le storytelling.