7 min read
A Self-Improving Company Is a Loop You Can Trust
The self-improving company is the right idea. Without verifiers, ownership, and durable history, the loop drifts instead of improving.
Read post
Agents
Practical posts on turning recurring work into controlled Task Machine workflows with approvals, checks, agents on your own machines, and a history you can read.
6 min read
A Week Inside the One-Person Billion-Dollar Company
Sam Altman's friends are betting on a company with one employee. Here's what an actual week running one looks like.
Read post
7 min read
Botsitting Is Eating the Hours Agents Were Supposed to Save
Workers spend hours a week botsitting AI agents: feeding context, catching mistakes, cleaning up. Autonomy levels and one inbox fix why.
Read post
8 min read
Set Up an Autonomous Developer That Fits Your Workflow
A step-by-step operating model for running a coding agent through your existing tracker, repo, and review step, gated by planning and risk scoring.
Read post
7 min read
Failed Checks Belong in Your Inbox, Not Your Notifications
When an agent's work fails a check, it needs an owner, the evidence, and a next action. That is inbox work, not another alert to scroll past.
Read post
8 min read
How Do You Know an Agent's Work Is Good Enough to Send?
Most work you hand an agent has no automatic pass or fail. Here is how to decide it is good enough without redoing it yourself.
Read post
7 min read
Keep Your Agents From Quietly Burning Through Your Budget
Autonomous agents can run up real costs through retry loops and runaway work. Set budgets, retry limits, and stop conditions before the spend, not after.
Read post
7 min read
AI-Native Companies Need Machinery, Not Magic
Why reliable agent work depends on verification, context, approvals, and durable workflow history, not just better agent interfaces.
Read post
7 min read
AI Kanban Is Not Enough for Recurring Agent Work
Why boards help visibility but fail to provide the approvals, verification, history, and control recurring agent work actually needs.
Read post
Turn what you read into running work
Join the waitlist and we will send early access when the first private beta spots open.
Private beta. We invite teams in batches and never share your email.