The Most Expensive Part Of AI Might Not Be The Model

Companies spent the last two years trying to get AI into production. Now, a different conversation is starting to happen ...
VentureBeat

Together AI's ATLAS adaptive speculator delivers 400% inference speedup by learning from workloads in real-time

Enterprises expanding AI deployments are hitting an invisible performance wall. The culprit? Static speculators that can't keep up with shifting workloads. Speculators are smaller AI models that work ...
Tech Times

DeepSeek Releases DSpark: Speculative Decoding Makes V4 Up to 85 Percent Faster

DeepSeek speculative decoding framework DSpark went live June 27 on V4-Flash and V4-Pro, reporting up to 85 percent faster ...
Tech Times

LLM Data Mixture Breaks When Training Pools Shift: Causal Inference Offers Fix

LLM training data mixture optimization breaks when training pools shift — every prior proxy experiment becomes stale.

DevZero Launches Autonomous Infrastructure Optimization Platform That Rightsizes Workloads in Real-Time, Without Restarts

Founded by former Uber engineers, DevZero solves for uptime anxiety while addressing ballooning compute and inference costsSEATTLE, June 09, 2026 (GLOBE NEWSWIRE) -- DevZero today launched an ...
Business Wire

MangoBoost Launches Mango LLMBoost™: AI Inference Optimization Software with Up to 12.6x Relative Performance Improvement and 92% Cost Savings

BELLEVUE, Wash.--(BUSINESS WIRE)--MangoBoost, a provider of cutting-edge system solutions designed to maximize AI data center efficiency, is announcing the launch of Mango LLMBoost™, system ...
Forbes

How AI Inference Costs Are Reshaping The Cloud Economy

While the tech world obsesses over headlines about the $100 million price tag to train GPT-4, the real economic story is happening in inference: the ongoing cost of actually running AI models in ...
VentureBeat

How Snowflake's open-source text-to-SQL and Arctic inference models solve enterprise AI's two biggest deployment headaches

Snowflake has thousands of enterprise customers who use the company's data and AI technologies. Though many issues with generative AI are solved, there is still lots of room for improvement. Two such ...
Hackaday

Analog Optical Computer For Inference And Combinatorial Optimization

Although computers are overwhelmingly digital today, there’s a good point to be made that analog computers are the more efficient approach for specific applications. The authors behind a recent paper ...