Ai agents

Set up an OpenAI dot as a proactive chief of staff: connect Gmail, Calendar and Codex, hand it a whole to-do list on one call, write custom rules, and cut the noise. Plans, limits and regions as of October 2026.

Jev, Liquid d1-ultra, pplx-decider, Microsoft-Decision-1, OpenAI Decisions, Cloudflare Clef and Strands Decider 2B compared on price, inputs and three independent leaderboards, with one run locally on an M3 Pro.

The best enterprise search platforms with AI agents in 2026: Glean, Onyx, Elastic Agent Builder, Sinequa and Guru, compared on connectors, permission-aware retrieval, agent builders, MCP support, deployment and pricing.

AI agents and webhooks let attackers automate phishing end to end: personalized messages, AI-built fake login and crypto portals, real-time follow-ups, and campaigns at scale. Here is how it works and what defends against it.

A technical comparison of cloud computers for AI agents in 2026: machine0, OpenComputer, E2B, Daytona, Fly.io Sprites, Vercel Sandbox and Modal. Isolation, persistence, lifetime limits, GPUs, desktops and real per-hour prices, checked September 2026.

How AI agents control a computer in 2026: the screenshot-and-click loop, Claude and ChatGPT desktop computer use, a tested Python agent on Claude's computer_toolset_20260801, OpenAI's computer tool, open-source agents, and safe sandboxing.

Workers toggle between apps nearly 1,200 times a day and lose about 9% of their working year to it. Why teams are consolidating tool stacks into one AI workspace, and how to choose and pilot one in 2026.

The best computer use MCP servers in 2026, tested: Claude Code's built-in computer-use, Windows-MCP, Cua Driver, Peekaboo, Open Computer Use, macOS-MCP, computer-use-linux and computer-use-mcp, with install commands, tool counts, permissions, and how to reach a remote desktop over a Pinggy tunnel.

TypeSafe's Jev is a System One model that returns typed decisions instead of text: 70-500ms latency, $0.042 per million input tokens with output free, and 0% structured-output errors. Here are the three jobs it actually fits, the honest benchmark picture against GPT-6 Astra and Claude, and the tasks where it is the wrong tool.

How to install Nous Research's open-source Hermes Agent on your own machine and run it at zero token cost on OpenRouter free models - the tool-calling and 64K context requirements, the request limits that actually bite, a free-model fallback chain, and remote access over a tunnel.