CODEHANCE

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Working with AI

Move from prompting to collaboration: agents, context, tools, workflows, and the judgment that holds it together.

4 posts in this category

Working with AI

An AI agent that triages CI build failures

On a UK healthcare platform build, one QA engineer triaged every failure from a Playwright suite spanning twenty feature areas. This is the agent that took most of that over, and how to run a free version of it.

By Kingsley Ijomah

Working with AI

Token cost is an architecture decision

In ordinary backend work you tune cost after shipping. Here the meter runs on every token you send as well as every one you get back, caching matches on the prefix, and the architecture sets the bill before the first user arrives.

By Kingsley Ijomah

Working with AI

What an AI agent actually is

Tool calling is a small mechanism you can write in forty lines. Every hard problem left over is a stop condition, a state model or a permission, and none of them is something the model will handle for you.

By Kingsley Ijomah