Used enterprise workstations are the home lab upgrade everyone overlooks
…Sign in to your XDA account Home lab upgrades come in many different forms, and it's easy to justify buying new hardware. In the case of jumping to a new motherboard…
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Discussions and forums
Show HN: Needle: We Distilled Gemini Tool Calling into a 26M Model
Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices.We were always frustrated by the little e…
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Show HN: I built a 2nd-order PyTorch optimizer for LLMs that runs on 16GB GPUs
Hi HN,I'm Danilo. I've been struggling with the limitations of AdamW when fine-tuning LLMs locally. Second-order optimizers (like Shampoo or SOAP) offer significantly better step-convergence by exploiting Kronecker-facto…
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Building My First Serious NAS / Media Server – Looking for Opinions Before I Pull the Trigger
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Windrose (Steam Early Access) writes 35 GB/hr to disk while idle, even after the "fix" — SMART data from a dedicated server
Sharing measurements in case it's useful to others running dedicated servers or just curious about the post-patch behavior of this game. Context: Windrose launched on Steam EA two weeks ago. Pixel Operative, TechSpot and…
Show HN: Forge – Guardrails take an 8B model from 53% to 99% on agentic tasks
Hi HN, I'm Antoine Zambelli, AI Director at Texas Instruments.I built Forge, an open-source reliability layer for self-hosted LLM tool-calling.What it does:- Adds domain-and-tool-agnostic guardrails (retry nudges, step e…
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Anker Unveils soundcore Liberty 5 Pro and Pro Max Earbuds Featuring Neural-Net Chip
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"It's a totally crazy market" – The seismic impact of the AI boom on video game hardware
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