Claude can create a beautiful-looking website. But at its core, it doesn’t know what great design is. Models such as Fable 5.1 and Opus have learned from millions of websites. When I ask for a “modern-looking website,” I’m often asking for the average of all those sites. That’s why so much AI-generated work ends up … Read more
Fable 5.1 is Anthropic’s strongest model yet for coding and design, and the /design command gives Claude a full visual canvas inside the Claude desktop app. I can also trigger the same workflow from Claude Code in the terminal. That sounds like a shortcut to great design. It isn’t, at least not by itself. If … Read more
Claude Design can create surprisingly good motion graphics in a matter of minutes. I can describe a character, a movement, a burst of confetti, a glow, and a shadow, then refine all of it through a simple chat. The difficult part comes at export. Right now, Claude Design exports video as MP4. That works perfectly … Read more
Boris Cherny, the creator of Claude Code, recently made three big claims that caught my attention. He said modern Claude models can run autonomously for days or weeks. He said Claude Code is no longer demonstrably prompt injectable. And he said his team deleted more than 80% of Claude Code’s system prompt after the launch … Read more
A few weeks ago, Anthropic published a 36 page playbook on securing AI agents like Claude Code. The timing matters. On one side, I can now give agents far more access than even a year ago. They can read files, call tools, connect to APIs, send messages, write code, and make decisions without stopping every … Read more
Anthropic recently announced a feature for managed agents called Dreaming. OpenClaw released something very similar before that, with the same name. That timing matters less than the pattern itself, because this feature points to a much bigger shift in agent design. Agents are moving beyond simple request and response systems. The new goal is improvement … Read more
Three of the biggest names in AI all made moves in the agent space within a single week. Anthropic launched Claude Managed Agents. LangChain answered with Deep Agents Deploy. Then OpenAI shipped the next evolution of its Agents SDK. At first glance, these looked like three separate announcements. They weren’t. They were three different answers … Read more
Anthropic recently published a deep dive on harness design for long-running AI agents. The topic sounds narrow, but the lessons apply to almost any specialized agent system I build, from contract review to compliance audits, risk analysis, content pipelines, and impact assessments. The core idea is simple but easy to miss: an AI model alone … Read more
In 2026, a lot of people expect AI to finally deliver real work and real business value. Not “AI wrote a blog post.” Not “AI drafted a few social messages.” I’m talking about AI systems that can run complex, multi-stage workflows that normally involve humans, spreadsheets, approvals, and a lot of domain knowledge. Examples include … Read more
Overview: four ways to run recurring tasks with Claude Claude can now execute tasks on autopilot, and there are four practical approaches you can choose from depending on how long you want the automation to run, how reliable you need it to be, and how much technical setup you want to manage. I break each … Read more
I created an automation that lets powerful cloud language models answer questions about private company documents without ever seeing real sensitive data. The cloud model only ever receives surrogate values. Real names, passport numbers, financials and other secrets stay inside my network. This article explains how I put that together, the challenges I ran into, … Read more
Overview Claude Cowork brings powerful automation and agent orchestration to a simple desktop interface. I built automations with it that read folders, extract data from invoices, control a browser to interact with web apps, and generate deliverables like Excel sheets, PowerPoint decks, and Word reports. The underlying engine borrows the same planning and sub-agent approach … Read more
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