VentureBeat

New LLM optimization technique slashes memory costs up to 75%

Researchers at the Tokyo-based startup Sakana AI have developed a new technique that enables language models to use memory more efficiently, helping enterprises cut the costs of building applications ...
InfoWorld

Why LLM applications need better memory management

Generative AI applications don’t need bigger memory, but smarter forgetting. When building LLM apps, start by shaping working memory. You delete a dependency. ChatGPT acknowledges it. Five responses ...
Hosted on MSN

Local LLM experiments reveal hardware, model choice matter most

Months of hands-on testing with locally run large language models (LLMs) show that raw parameter count is less important than architecture, context window, and memory bandwidth. Advances in ...
Semiconductor Engineering

Microarchitecture Tailored to 3D-Stacked Near-Memory Processing LLM Decoding (U. of Edinburgh, Peking U., Cambridge et al.)

A new technical paper, “Rethinking Compute Substrates for 3D-Stacked Near-Memory LLM Decoding: Microarchitecture-Scheduling ...
Stark Insider

Which Molty? Our Blind LLM Study Says Memory Beats Model

We ran a four-week single-blind study swapping the LLM powering our AI agent. Loni never noticed. Kruskal-Wallis H=1.19, ...
Forbes

PrismML Introduces The First Commercially Viable 1-Bit LLM

Forbes contributors publish independent expert analyses and insights. Analyzing tech stocks through the prism of cultural change. A team of Caltech mathematicians at PrismML just fit a full-power AI ...
Hackaday

TurboQuant: Reducing LLM Memory Usage With Vector Quantization

Large language models (LLMs) aren’t actually giant computer brains. Instead, they are massive vector spaces in which the probabilities of tokens occurring in a specific order is encoded. Billions of ...
VentureBeat

DeepSeek’s conditional memory fixes silent LLM waste: GPU cycles lost to static lookups

When an enterprise LLM retrieves a product name, technical specification, or standard contract clause, it's using expensive GPU computation designed for complex reasoning — just to access static ...
MUO on MSN

Picking your first local LLM is easier than the internet makes it sound

It's not rocket science.
TechNewsWorld

The Safety Feature That Taught an LLM to Lie

AI safeguards can backfire when models learn to mimic the signals meant to verify truth. In one system, memory design and ...
InfoWorld

Unlocking LLM superpowers: How PagedAttention helps the memory maze

Large language models (LLMs) like GPT and PaLM are transforming how we work and interact, powering everything from programming assistants to universal chatbots. But here’s the catch: running these ...