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The Resource · Blog · Page 3

The Daily Stitch.

Notes from the lab. Posted daily, read in two minutes, useful the same afternoon.

The AI tools got free. The advantage moved to your data.

When a giant gives away a tool that used to cost thousands, it is not charity. It is a signal about where value is moving, and it is moving toward the one thing you own and they do not.

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Avoiding "AI slop": generated design still needs a human eye

"AI slop" became a phrase because so much generated design looks the same. The fix is not a better generator.

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Agentic AI integration: lab numbers vs the shop floor

Enterprise Japan just made a very large bet that AI agents can run the entire software-integration pipeline. The headline productivity number is 200x. The number that matters is much smaller.

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Why AI is going vertical, and what it means for small teams

The general-purpose chatbot was the demo. The durable value is turning out to be narrow, deep, and domain-shaped.

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Agentic AI accountability: when the workflow says no, who answers for it?

Picture an agentic workflow that quietly declines the wrong customer because of a fault upstream. Now picture the meeting where your organization decides whose fault that was.

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Graph engineering: give the agent a map, not a haystack

An AI agent loose in a big codebase is a smart intern with no map. The fix is to give it the map.

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AI ticket triage: what it does well, and the line it must not cross

A ticket lands, and before a human reads it the system has already tagged it, summarized it, and drafted the first response. That is a genuinely good use of AI, right up to one hard boundary.

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If we had to rebuild the agency from zero with AI

The "make money with AI" videos sell tricks. The real answer is older and duller than any trick, and it still works.

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MCP is leaving the chat window

An AI that builds a city inside a game engine sounds like a gimmick until you read the three rules Epic used to make it work. Those rules are the whole point, and they are not about games.

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AI consciousness is a fascinating question and a business distraction

People love arguing about whether AI is conscious. It is a great debate and a terrible basis for a business decision, because a system does not need an inner life to be useful or to be dangerous.

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