LLMS

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TRINITY: An Evolved LLM Coordinator for AI Agents

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@montreal_ai

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26 April 2026 5h18

TRINITY: An Evolved LLM Coordinator Xu et al. : https://
arxiv.org/abs/2512.04695 #ArtificialIntelligence #AIAgents

→ View original post on X — @ceobillionaire

TRINITY: Advanced LLM Coordinator System for AI Agents

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@ceobillionaire

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26 April 2026 5h14

TRINITY: An Evolved LLM Coordinator Xu et al.: https://
arxiv.org/abs/2512.04695 #ArtificialIntelligence #AIAgents

Model Inference: Kernels Execute The Actual AI Workload

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26 April 2026 4h55

You don’t “run a model”
You run Kernels The model is just a graph The Inference Engine is scheduler / optimizer / executor But the actual work? That happens in the Kernels – MatMul Kernels
– Attention Kernels
– RMSNorm Kernels
– KV cache Kernels
– Quantized linear Kernels
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Skills: Elegant Automation for Large Language Models

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26 April 2026 3h55

Skills are elegant automation for LLMs More people should use Skills to automate stuff

7 Common Mistakes in Local Inference & Hardware

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26 April 2026 3h15

7 Common Mistakes in Local Inference & Hardware

Running Qwen 3.5 27B Locally on RTX 3090 GPU

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26 April 2026 2h19

It’s called local inference, T. You just quantize Qwen 3.5 27B,
toss it on your RTX 3090,
and let that thing cook Context windows are for people who rent compute

→ View original post on X — @hardmaru

Evolved Multi-Agent LLM System Unlocks Test-Time Compute at ICLR2026

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@hardmaru

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26 April 2026 2h08

Scaling massive monolithic LLMs continues to yield incredible results. But to truly unlock their ceiling, the next frontier is test-time compute and dynamic orchestration. Nature solves complex problems through collaborative ecosystems. In our new #ICLR2026 paper, we evolved a

→ View original post on X — @terence_mills

AI Writing Over Half New Internet Articles Human Future Risk

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@terence_mills

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26 April 2026 2h00

More than half of new articles on the internet are being written by AI – is human writing headed for extinction?
#AI #AIio #AIInnovation #ML #Futureofwork @timnitgebru @oriolvinyalsml @ceobillionaire @soumithchintala @waitin4agi_ @sallyeaves @bernardmarr