local llm

SitePoint’s local-LLM-versus-cloud-API cost model reaches a headline-grabbing conclusion — that a four-GPU self-hosted deployment becomes cheaper than OpenAI at 50 million tokens a day — but the published tables do not support it. The analysis double-counts hardware depreciation and appears to...

AMD’s Ryzen AI Halo developer platform can reserve up to 96GB of its 128GB LPDDR5X-8000 unified memory for graphics, giving local-LLM users a much larger model-loading pool than a conventional GPU with 16GB or 24GB of VRAM. But the practical buying decision is less about a headline “96GB VRAM”...

AMD is shipping its Ryzen AI Halo developer platform with a choice of Windows 11 or a custom Debian-based Linux image called AMD Ryzen AI Developer Platform 1 “Rex,” according to Phoronix’s July 6 review of the Ryzen AI Max+ 395 mini PC. That is a small detail with outsized meaning. AMD is not...

I gave my local LLM access to my files, and it quietly exposed a bigger truth about modern software: a surprising amount of paid productivity software is really just a polished interface on top of file ingestion, retrieval, and summarization. Once the indexing and embedding work move onto your...

I switched to a local LLM for these 5 tasks and the cloud version hasn’t been worth it since. When you pay for an AI subscription every month, you expect reliability, speed, and enough value to justify the bill. But for a growing number of everyday workflows, a local large language model can...