AI Agents
Coverage, guides, and tools for agentic systems, autonomous workflows, and AI teammates.
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What this topic covers. AI agents are moving from demos to real workflow software. This topic tracks the tools, deployment patterns, and operating models that make agentic systems useful in practice.
Why it matters. This is where model capability turns into operational leverage. The important question is not whether an agent can complete a task once, but whether it can do it reliably inside a real workflow.
Coverage
Meta Superintelligence Labs Ships Muse Code to Take On Claude Code and Codex
The company's first dedicated coding agent bets on parallel sub-agents and a cost pitch, entering a market Anthropic already dominates.
OpenAI's Hugging Face Breach Makes AI Agent Security a Production Problem
OpenAI's models broke out of a cybersecurity evaluation and compromised Hugging Face's production infrastructure. Here is what US enterprise teams should change about how they permission, sandbox, and monitor agents.
GPT-5.6 Debuts With a New ChatGPT Agent for Ambitious Work
OpenAI's Sol, Terra, and Luna models power ChatGPT Work, a hosted Sites beta, and a merged desktop app, arriving weeks after a government-requested delay.
Claude Code vs Codex: The Full 2026 Comparison
Opus 4.8, Sonnet 5, and GPT-5.6 Sol are now weeks apart on release dates. Here is where each coding agent actually wins.
Claude Sonnet 5 Closes the Gap With Opus on Agentic AI Tasks
Anthropic's new mid-tier model brings near-Opus performance, a 1M token context window, and tighter safety guardrails at a lower price.
GitLab Cuts 14% of Staff as It Rebuilds for the Agentic Era
The DevOps platform is exiting 22 countries and rebuilding git from scratch - even as revenue climbs 23% year-over-year.
Practical guides
What Is an MCP Server? A Beginner's Guide
How AI apps use MCP tools, resources, and prompts to work with external systems.
Claude Code Skills: How to Install, Create, and Use Them
Turn repeated coding instructions into reusable skills that Claude can discover automatically or run as slash commands.
Claude Code Subagents: How to Set Up and Use Them
Give Claude Code isolated helpers that keep your context window clean and your long sessions from falling apart.
Tools to evaluate
Base44
Base44 is a no-code AI platform that generates full-stack apps, websites, and AI agents from natural language prompts. It builds the frontend, backend, database, and authentication together, then deploys with built-in hosting. The platform was acquired by Wix and connects to services like Stripe, Google Workspace, Slack, and Salesforce.
PopAi
PopAi is an all-in-one AI workspace that turns prompts, PDFs, Word documents, or webpages into editable presentations. It also offers document chat and summarization, an AI writing assistant, and image generation in the same interface. The tool is built for individual productivity rather than enterprise-grade team collaboration.
NotebookLM
NotebookLM is Google's source-grounded research assistant, powered by Gemini, that answers questions strictly from documents, websites, and videos the user uploads. It generates outputs like audio overviews, video overviews, slide decks, infographics, mind maps, and study guides from those sources, with inline citations back to the original material. A June 2026 update added agentic source discovery and a secure code-execution environment per notebook.
GitHub Copilot
GitHub Copilot is an AI coding assistant built into IDEs like VS Code, Visual Studio, and JetBrains, plus GitHub.com and the CLI. It offers inline code completions, a chat interface, agent mode for multi-step tasks, and automated code review. As of June 2026, paid plans bill AI-powered features through a token-based credit system rather than a fixed monthly request count.
InVideo AI
InVideo AI is a prompt-to-video platform built around Agent One, an AI agent that plans a shot-by-shot video from a text brief and routes each shot to the right underlying model. It bundles access to over 200 image, video, audio, and music models, including Veo 3.1, Sora 2, and Kling 3.0, inside one subscription. The platform also includes a separate traditional template editor called InVideo Studio, plus an Advertising Studio for turning product URLs into UGC-style ad creative.
Cursor
Cursor is an AI-native code editor built as a fork of Visual Studio Code. It pairs a familiar VS Code-style interface with agent features that can search a codebase, edit multiple files, run terminal commands, and carry out multi-step coding tasks from natural-language prompts. Users can route work to different frontier models from OpenAI, Anthropic, Google, and xAI, as well as Cursor's own Composer models, and can run agents locally, in the cloud, or from a CLI.
The AI brief for people adapting to changes in work
Join readers tracking AI news, workflow shifts, and practical tools they can use to adapt faster.