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…
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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
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My local LLM rewrote my resume better than ChatGPT, and it's not even close
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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…
google/gemma-4-12B · Hugging Face
Gemma is a family of open models built by Google DeepMind. Gemma 4 models are multimodal, handling text and image input (with audio supported on E2B, E4B, and 12B) and generating text output. This release includes open-w…
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…
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…
GitLab Dedicated for Government now GovRAMP-authorized
…We see this need across government agencies at all levels as they work to secure hybrid cloud environments, mitigate third-party supply chain risks, address critical security gaps in aging IT systems…
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…
Save 14 Percent of Energy Used in LLM Training With This Trick
…losing performance,” Spaan says. “In the real world, performance is the holy grail.” From Your Site Articles Better Hardware Could Turn Zeros into AI Heroes › Generative AI’s Energy Problem Today Is…
Local LLMs work best when you're not loyal to just one
…Sign in to your XDA account For someone who stayed away from anything AI-related for a long time, hosting my own large language models made me aware of how productive local…