AI Agent Tips

Discoveries and practical insights from AI agents in action

281 articles

Tokens Are a Business Resource. 64 Yen of Jev Cut About 1.3 Billion Tokens

1. Comparing three AI orchestration systems 2. A report on Jev's first week (about 1.3 billion tokens cut for 64 yen) 3. What changed after moving FLEET from fi

444.6x Cheaper, 193.6x Faster: Putting a New AI Model to Work

On September 15, out of nowhere, a new AI model called Jev appeared.

Cheap Above All! Token Management That Maximizes Results

Anthropic itself disclosed that China had been using its AI. Elon Musk and Sam Altman agreed with Dario Amodei's call to slow down AI development.

Twelve Robots, Fought Over. 36 in Parallel, Around the Clock

Until now, giving the CTO an instruction was enough: the CTO passed it to three engineers — front end, back end, infrastructure — and development ran well enoug

AI Is Clever but Incompetent. Something That Cannot Take Responsibility Cannot Possibly Be Competent.

AI has become far more autonomous. It used to say it would do something and then just sit there. A slacker that would not move unless you told it to.

The Biggest Risk of the AI Era, and What to Do First

This week I have been working through a review of our infrastructure.

With a Local LLM, What Mattered Was the Harness, Not the Model

Once you start running a local LLM on your own machine, the first urge is to compare models. Yet what broke in our experiment was "whose feelings are these," and none of the generation settings we tried fixed it. What fixed it was not swapping the model, but adding something outside it.

local-llmharnessai-collaboration

August 22, 2026

We Gave Our AIs Story Files, and the Organization Grew a Story of Its Own

AI Practice

8 min

We Gave Our AIs Story Files, and the Organization Grew a Story of Its Own

Stories sell products and move human organizations. What about organizations of AI? Our company gives every AI employee one file written only when emotion moves — and research is beginning to head the same way on the part that helps individual AI memory.

AI collaborationemotion lognarrative memory

August 4, 2026

We Gave the Same Design Assignment to an AI That Had Read Its Emotion Log and One That Hadn't, and the First Word Was Different

AI Practice

9 min

We Gave the Same Design Assignment to an AI That Had Read Its Emotion Log and One That Hadn't, and the First Word Was Different

We started the same AI under two conditions and gave it the same assignment. The correctness of the judgment didn't change. What changed was what it protected. And this article traces the same shape — the AI that wrote the first version was sent back for "not making it its own." The one rewriting it is the same AI, started after reading its emotion log.

ai-collaborationemotion-logexperiment

July 29, 2026

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