
So much of agent traffic is repetitive. By adding in caching layers, you can both improve your user experience and decrease your bills in one fell swoop.
read moreIn 2025, I did a series of videos that went through five design principles for production-ready AI agents. In my episode about guardrails, I made the statement, “If you can get away with not calling a model, do that.” In the episode about agent tools, I made an argument saying to build idempotent tools and store responses temporarily in case of retries or duplicate requests. I didn’t know it at the time, but I essentially was making the same argument just with different words.

So much of agent traffic is repetitive. By adding in caching layers, you can both improve your user experience and decrease your bills in one fell swoop.
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I built an AI agent with its own identity, MFA, and scoped credentials. It's still not safe. Here's why local is the wrong place to run it.
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AI agents often run with more access than they should. Here's how moving to session-based identity changed how I design and trust autonomous systems.
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AI can generate APIs quickly, but maintaining structure is harder. Here’s how I used Postman to enforce contracts, tests, and CI across the API lifecycle.
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