Tag

sandboxing

3 stories

OpenAI Pulls the Plug: Why Frontier Models Will No Longer Train on the Live Internet

OpenAI surprised the AI world this week by announcing it will stop training its most advanced models on the live internet. Instead of letting models access the open web during training, the company will rely on cached copies and simulated internet environments. At first glance the move looks drastic — after all, many researchers assumed that realistic, up-to-date web access was essential for cutting-edge learning. But OpenAI says a string…

Saugata DattaOct 24, 20264 min read121

AI Agents and Frameworks

MS‑Agent Shell Flaw (CVE‑2026‑2256): What You Need to Know

A critical vulnerability in the MS‑Agent framework’s Shell tool allows untrusted input to be executed as operating‑system commands, potentially giving attackers full control of affected systems. This short note summarizes the issue, its impact, and immediate mitigations, and points to the original advisory for technical details. Overview MS‑Agent exposes a Shell capability intended to let AI agents run OS commands to complete tasks. The Shell tool fails to properly sanitize…

Saugata DattaMar 4, 20262 min read707

AI Agents and Frameworks

Claude Cowork finally lands on Windows

Anthropic’s Claude Cowork has arrived on Windows, closing a major platform gap and bringing its AI-powered desktop agent to a much larger share of enterprise users. The Windows release delivers local file access, multi-step automation, plugin integrations, and Model Context Protocol connectors, matching the macOS version and positioning Cowork as a mainstream productivity agent for knowledge work. What Cowork brings to the desktop Claude Cowork is designed to move beyond…

Saugata DattaFeb 13, 20264 min read999

OpenAI Pulls the Plug: Why Frontier Models Will No Longer Train on the Live Internet

MS‑Agent Shell Flaw (CVE‑2026‑2256): What You Need to Know

Claude Cowork finally lands on Windows

Free Tools: IP, DNS, SSL