AI Made You Faster. It Hasn't Made Your Company Faster.

I argued it in April. Then I timed my own loops.

Sep 4 • Leon Ho

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August 2026

The AI-Shaped Company Is Smaller Than the Company It Replaces

AI assistants make the existing organization faster. Outcome-owned systems change its shape.

Aug 28 • Leon Ho

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When a Manager Agent Gets Nothing Back From a Child Agent

Every child agent should return one explicit outcome: complete or incomplete. If neither comes back, the manager should stop.

Aug 19 • Leon Ho

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Your Approval Gate Is Training Data

People delete the human gate so they can say fully automated. That throws away the only proof the agent is getting better. Feed it back instead, and the…

Aug 6 • Leon Ho

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July 2026

Your Agent Is Enforcing Rules You Never Gave It

Anthropic already ships a warning about this in the system prompt. It loses to a note the model wrote about me last month, and the reason is not…

Jul 27 • Leon Ho

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I Stopped Hand-Writing My Agents

Claude Code writes them from the runtime's own live manual. The agents write back.

Jul 21 • Leon Ho

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The Five Shapes of an Agent Fleet

A team used to run LifeHack. Today 129 agents do, and every one of them takes one of five shapes.

Jul 16 • Leon Ho

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June 2026

Approve the Decisions. Watch the Work.

What to put your hand on while an agent runs, what to keep your hand off, and how the same line decides when it runs without you.

Jun 30 • Leon Ho

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You Don't Trust the Agent. You Trust the Loop.

The three-stage loop I run to make an agent reliable enough to put near my customers

Jun 18 • Leon Ho

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May 2026

You Don't Need Fewer Agents. You Need Agents That Don't Need You.

Addy Osmani named the orchestration tax. The fix isn't fewer agents. It's agents that close their own loop.

May 29 • Leon Ho

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April 2026

Open Loop Companies Forget. Closed Loop Companies Compound.

Most companies execute. Few learn from themselves. AI is what finally makes closing the loop cheap.

Apr 28 • Leon Ho

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Your AI Integration Is Stuck in 1992

Most AI agents are pointed at the person, not the business. Steve Jobs warned us about this trap 34 years ago

Apr 20 • Leon Ho

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