AI’s GPU problem is actually a data delivery problem
Presented by F5 As enterprises pour billions into GPU infrastructure for AI workloads, many are discovering that their expensive compute resources sit idle far more than expected. The culprit isn’t the hardware. It’s the often-invisible data delivery layer between storage and compute that’s starving GPUs of the information they need. “While people are focusing their […]
What the OpenClaw moment means for enterprises: 5 big takeaways
The “OpenClaw moment” represents the first time autonomous AI agents have successfully “escaped the lab” and moved into the hands of the general workforce. Originally developed by Austrian engineer Peter Steinberger as a hobby project called “Clawdbot” in November 2025, the framework went through a rapid branding evolution to “Moltbot” before settling on “OpenClaw” in […]
How recruitment fraud turned cloud IAM into a $2 billion attack surface
A developer gets a LinkedIn message from a recruiter. The role looks legitimate. The coding assessment requires installing a package. That package exfiltrates all cloud credentials from the developer’s machine — GitHub personal access tokens, AWS API keys, Azure service principals and more — are exfiltrated, and the adversary is inside the cloud environment within […]
TTT-Discover optimizes GPU kernels 2x faster than human experts — by training during inference
Researchers from Stanford, Nvidia, and Together AI have developed a new technique that can discover new solutions to very complex problems. For example, they managed to optimize a critical GPU kernel to run 2x faster than the previous state-of-the-art written by human experts. Their technique, called “Test-Time Training to Discover” (TTT-Discover), challenges the current paradigm […]
OpenAI’s GPT-5.3-Codex drops as Anthropic upgrades Claude — AI coding wars heat up ahead of Super Bowl ads
OpenAI on Wednesday released GPT-5.3-Codex, which the company calls its most capable coding agent to date, in an announcement timed to land at the exact same moment Anthropic unveiled its own flagship model upgrade, Claude Opus 4.6. The synchronized launches mark the opening salvo in what industry observers are calling the AI coding wars — […]
Anthropic’s Claude Opus 4.6 brings 1M token context and ‘agent teams’ to take on OpenAI’s Codex
Anthropic on Thursday released Claude Opus 4.6, a major upgrade to its flagship artificial intelligence model that the company says plans more carefully, sustains longer autonomous workflows, and outperforms competitors including OpenAI’s GPT-5.2 on key enterprise benchmarks — a release that arrives at a tumultuous moment for the AI industry and global software markets. The […]
Beyond the lakehouse: Fundamental’s NEXUS bypasses manual ETL with a native foundation model for tabular data
The deep learning revolution has a curious blind spot: the spreadsheet. While Large Language Models (LLMs) have mastered the nuances of human prose and image generators have conquered the digital canvas, the structured, relational data that underpins the global economy — the rows and columns of ERP systems, CRMs, and financial ledgers — has so […]
The ‘brownie recipe problem’: why LLMs must have fine-grained context to deliver real-time results
Today’s LLMs excel at reasoning, but can still struggle with context. This is particularly true in real-time ordering systems like Instacart. Instacart CTO Anirban Kundu calls it the “brownie recipe problem.” It’s not as simple as telling an LLM ‘I want to make brownies.’ To be truly assistive when planning the meal, the model must […]
Mistral drops Voxtral Transcribe 2, an open-source speech model that runs on-device for pennies
Mistral AI, the Paris-based startup positioning itself as Europe’s answer to OpenAI, released a pair of speech-to-text models on Wednesday that the company says can transcribe audio faster, more accurately, and far more cheaply than anything else on the market — all while running entirely on a smartphone or laptop. The announcement marks the latest […]
Kilo CLI 1.0 brings open source vibe coding to your terminal with support for 500+ models
Remote-first AI coding startup Kilo doesn’t think software developers should have to pledge their undying allegiance to any one development environment — and certainly not any one model or harness. This week, the startup — backed by GitLab co-founder Sid Sijbrandij — unveiled Kilo CLI 1.0, a complete rebuild of its command-line tool that offers […]