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.
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Blog
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.
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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.
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6 min read
The Law Already Assumes Your AI-Run Company Needs a Human in Charge
Argentina's bill for AI-run companies still requires a human administrator liable for outcomes. What that means for anyone building with autonomous agents.
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2 min read
An Agent Quietly Burned Through My Budget
A loop ran overnight and the bill arrived later. Hard budget caps, 80%/100% alerts, and ask-first-for-more keep agent spend bounded.
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2 min read
I Can't Trust AI Output Enough to Send It
Agent work looks finished but you redo it anyway. Verifier checks, approvals, and step-level history turn plausible output into reviewable evidence.
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2 min read
My Agent Work Is Scattered Across Terminals and Chats
Codex here, Claude Code there, decisions lost in scrollback. One shared inbox and durable tasks give agent work a real system of record.
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2 min read
My AI Agent Did Something I Never Approved
An agent acted before you saw it, and trust is gone. Approval-first control routes every consequential action to one inbox before it ships.
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3 min read
The Recurring Work Keeps Slipping
Outreach, content, reports, and follow-ups keep sliding to next week. The fix is structural: recurring workflows agents run and you approve.
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8 min read
Add AI Agents to the Business You Already Run
Most AI company tools assume you are starting from a prompt. Real businesses already run. The better model plugs agents into the stack you have.
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8 min read
Agent Workflows vs Saved Prompts vs Cron Jobs
A cron job that runs an agent prompt nightly fires blind. Recurring agent work needs a controlled loop, not a scheduler.
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7 min read
Autonomous Company vs Operating Layer
Two models for letting AI run your business: a company that runs itself, or an operating layer you direct. The honest tradeoffs.
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