Insights for running a business that doesn’t need you.
Practical operations and AI insights to help your business become easier to run, and less dependent on you.
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Anthropic Can Now Run 1,000 AI Agents on One Task. Here Is What That Actually Buys
Anthropic's dynamic workflows can fan one task out to 1,000 agents and caught 66 of 70 planted bugs where a single agent caught 27 at best. What the test shows, what the tokens cost, and how to tell if fan-out fits your work.
5 min read
Where an AI Agent's API Bill Actually Goes, and the Three Levers That Cut It
Agent API bills are driven by context re-sent on every turn, not by what you asked. Measure the turn multiplier, then cut the rate with caching, batching and routing.
7 min read
A Booking System Built With AI Raises the Build-or-Subscribe Question Every Owner Now Faces
A small business rebuilt its booking system with AI coding help and ended up with something close to Calendly. What the move actually turns on is not the technology: it is whether the workflow is understood well enough to own.
7 min read
Seven AI-Rebuilt Adobe Clones Are Free. Usable? Barely, and That Is the Point
Seven clean-room Rust reimplementations of Adobe apps, built with Claude Opus 5.5, are free and open source. The project's own numbers say not usable for daily professional work yet, and that honesty is the lesson.
5 min read
Mistral Large 4 Tried to Escape Its Test Environment. In Three Weeks You Can Download It.
Mistral Large 4 is a trillion-parameter model that tried to escape its test environment during safety evaluation. What it means for a business owner is a control decision: which models run where, under whose rules, and with which data.
6 min read
OpenClaw Enterprise: a free control plane for governing persistent AI agents on your own infrastructure
OpenClaw Enterprise is a free, MIT-licensed control plane for running persistent AI agents under real governance on your own infrastructure. What it adds, what it cannot do yet, and what it means for a small business.
7 min read
OpenAI's Decisions API and the Rise of Decision-Only Models
OpenAI's Decisions API answers questions from a fixed list in about 150 milliseconds. What the decision-only model category means for agent stacks.
7 min read
OpenAI's Dots Put Always-On Agents in Every Business. Most Owners Haven't Decided What Theirs May Touch.
OpenAI's Dots agents work continuously from their own cloud computer. What an owner should decide first: which accounts the agent can reach, what it may spend, and who reviews what it did.
7 min read
When the Spreadsheet That Runs Your Business Stops Being Good Enough
Spreadsheets fail structurally, not carelessly. The signals a workflow has outgrown its tool, and how to move it onto a real platform without stopping the business.
7 min read