Agent observability is the discipline of instrumenting, tracing, evaluating, and monitoring AI agents across their full lifecycle—from planning and tool […]
Category: AI infrastructure
How to Cut Your AI Training Bill by 80%? Oxford’s New Optimizer Delivers 7.5x Faster Training by Optimizing How a Model Learns
Table of contents The Hidden Cost of AI: The GPU Bill But what if you could cut your GPU bill […]
Your LLM is 5x Slower Than It Should Be. The Reason? Pessimism—and Stanford Researchers Just Showed How to Fix It
Table of contents The Hidden Bottleneck in LLM Inference Amin: The Optimistic Scheduler That Learns on the Fly The Proof […]
How Do GPUs and TPUs Differ in Training Large Transformer Models? Top GPUs and TPUs with Benchmark
Both GPUs and TPUs play crucial roles in accelerating the training of large transformer models, but their core architectures, performance […]
GPZ: A Next-Generation GPU-Accelerated Lossy Compressor for Large-Scale Particle Data
Particle-based simulations and point-cloud applications are driving a massive expansion in the size and complexity of scientific and commercial datasets, […]
ZenFlow: A New DeepSpeed Extension Designed as a Stall-Free Offloading Engine for Large Language Model (LLM) Training
The DeepSpeed team unveiled ZenFlow, a new offloading engine designed to overcome a major bottleneck in large language model (LLM) […]
What is AI Inference? A Technical Deep Dive and Top 9 AI Inference Providers (2025 Edition)
Artificial Intelligence (AI) has evolved rapidly—especially in how models are deployed and operated in real-world systems. The core function that […]
Why Docker Matters for Artificial Intelligence AI Stack: Reproducibility, Portability, and Environment Parity
Artificial intelligence and machine learning workflows are notoriously complex, involving fast-changing code, heterogeneous dependencies, and the need for rigorously repeatable […]
The Complete Guide to DeepSeek-R1-0528 Inference Providers: Where to Run the Leading Open-Source Reasoning Model
Table of contents Cloud & API Providers DeepSeek Official API Amazon Bedrock (AWS) Together AI Novita AI Fireworks AI Other […]
The Ultimate Guide to CPUs, GPUs, NPUs, and TPUs for AI/ML: Performance, Use Cases, and Key Differences
Artificial intelligence and machine learning workloads have fueled the evolution of specialized hardware to accelerate computation far beyond what traditional […]