Agentic AI has a “Periodic Table.” It includes: LLM, RL, RAG
PLAN, MAS, LTM
SAFE, TEST, HUMAN
A2A, CREW, NET
HR, MKT, LEGAL use cases Autonomous AI = memory + planning + tools + safety + collaboration. It’s an ecosystem, not a feature. Credit: Prem Natarajan #AgenticAI
SYSTEMS
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Agentic AI Periodic Table: Memory, Planning, Tools, Safety
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Niantic builds VPS mapping technology for enterprise defense robots
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originates from this press cycle around niantic building a vps map for robots under their new enterprise and defense focused mandate as niantic spatial — after spinning out the games business:
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RAG Deployment Gap: Model Capability Versus Production Reality
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Benchmarks go up every month but most companies still can't get a basic RAG pipeline to work reliably. There's really a big gap between model capability and actual deployment.
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Memory Gaps in AI: Compression, Association, and Forgetting
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Well said. Compression, association, and forgetting—these three are indeed core capability gaps. In EverMemBench, we measured the cross-group accuracy dropping from 54.5% to 19.7%, which essentially means the "association" link is completely missing. I'm also optimistic about the
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Llama.cpp Alternatives Recommended for Multi-GPU Inference Setups
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Keep in mind that once you get into concurrency and tensor parallelism (multi-GPU setups), you should be recommending inference engines other than llama.cpp
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Network Protocol Security and Encryption Vulnerabilities
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@jelmerdeboer deze man heeft goeie bio
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Britain’s AI Energy Crisis: Tokens-per-Watt Productivity Paradigm
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Without cheap energy, Britain won't just lose its factories – it will lose its offices too. As Intelligence proliferates, productivity will no longer be measured in man-hours, but in Tokens-per-Watt: how many units of ‘Intelligence’ a kilowatt-hour of electricity can buy. With
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IoT Security: Segmentation, Encryption, and Firmware Patching
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IoT devices extend the attack surface deep into operations, connecting sensors and industrial assets to critical data flows. Weak passwords & unpatched firmware create systemic exposure, so segmentation, encryption, and monitoring become structural controls Microblog @antgrasso
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Mainstream AI Solutions Fail at Multi-Person Conversation Tasks
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You've hit the nail on the head. We tested a round of mainstream solutions in [REDACTED], and the data directly confirms this judgment. Single-round simple retrieval: accuracy 90%+, no problem. Once it involves multi-person conversations, cross-group information integration, or
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Home Presence Detection with Re-ID and Spatial Tracking
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I’ve got presence detection running in my home – I want re-id and spatial tracking now