Contemplating Meta’s Homegrown MTIA Compute Engine Roadmap
…I went through this in detail with a drilldown on the “Zion” and “ZionEX” and “Grand Teton” hybrid CPU-GPU systems designed by Meta Platforms way back in October 2022 , showing how…
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Automating Inference Optimizations with NVIDIA TensorRT LLM AutoDeploy | NVIDIA Technical Blog
…in computer science from Stanford University where he specialized in systems and AI. View all posts by Laikh Tewari View all posts by Laikh Tewari Comments
Paper page - FAMA: Failure-Aware Meta-Agentic Framework for Open-Source LLMs in Interactive Tool Use Environments
…A Community-Driven Framework for Tool-Using AI Agents (2026) Seeing the Whole Elephant: A Benchmark for Failure Attribution in LLM-based Multi-Agent Systems (2026) Please give a thumbs up to…
Local LLMs perform so much better when you teach them to ask before they answer
Korbin Brown May 23, 2026, 4:30 PM EDT Korbin is a Linux system administrator who spends most of his time in a terminal figuring out how things actually work. Over the…
Discussions and forums
Stop traumatizing AI into loops and turn hallucinations into an honest "I don't know!" by being NICE to them (Proof of Concept, Research, I don't want to sell anything)
!UPDATE!(20.05.2026) WE HAVE NEW NUMBERS FROM 1.500+ TESTS IT'S WORKING! check my update post https://www.reddit.com/r/LocalLLaMA/s/AyNOehjkYT Or the go straight to the my Github https://github.com/OttoRenner/Gentle-Codi…
Update on 12x32gb sxm v100 cluster / local AI for legal drafting
Update from the lawyer with the V100 server. A few of you asked what I actually ended up running once the dust settled, so here it is. Still just a lawyer, still driving the whole thing through Claude Code, still not ful…
Paper page - Useful Memories Become Faulty When Continuously Updated by LLMs
…agentic-memory systems that rely on consolidated memory from LLMs fail to improve performance and often degrade due to faulty consolidation, while preserving raw episodic trajectories maintains better accuracy. AI-generated summary…
I tested 3 tiny local LLMs for everyday work, and only one of them impressed me
…Want to stay in the loop with the latest in AI? The XDA AI Insider newsletter drops weekly with deep dives, tool recommendations, and hands-on coverage you won't find anywhere…
I ran this bulky LLM on an SBC cluster, and it's the most unhinged setup I've ever built
…Sign in to your XDA account Ever since I jumped headfirst into the local LLM rabbit-hole, I’ve grown fond of revitalizing old PCs by turning them into reliable AI workstations…
My local LLM rewrote my resume better than ChatGPT, and it's not even close
…Want to stay in the loop with the latest in AI? The XDA AI Insider newsletter drops weekly with deep dives, tool recommendations, and hands-on coverage you won't find anywhere…
Paper page - UniSD: Towards a Unified Self-Distillation Framework for Large Language Models
…Authors: , , , , , , , , , Abstract Self-distillation framework UniSD systematically addresses challenges in autoregressive language model adaptation through integrated mechanisms for supervision reliability, representation alignment, and training stability. AI-generated summary Self-distillation (SD) offers…
I started using my local LLMs and an MCP server to manage my NAS – it's surprisingly powerful (and safe)
…Sign in to your XDA account Despite my general distaste for shoehorned AI features that nobody wants, I must admit that large language models have boosted my productivity quite a bit. And…