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Note · June 17, 2026

Workflow by Workflow

I ran a cloud workflow with 29 agents to convert the entire application from light mode to dark mode. It took more than 1.5 million tokens, and I am genuinely happy with how far it got.

There was no step by step prompting. I just handed the agents the context, and the context held, because the foundation was already set. The design tokens, the branding colors, all of it was in place before I started. That is the whole reason the output came out this good.

And the result speaks for itself. There was nothing to fix after the agents finished. Not a cleanup pass, not a round of corrections, nothing. When the foundation is right, the agents do not drift.

So here is my advice for anyone using workflows. Go workflow by workflow. You can run several at the same time, and that works, but for smaller projects one at a time is far easier to handle. Run too many at once and orchestrating everything becomes the real problem.

You can keep it manageable through GitHub itself, and that is fine, but going one workflow at a time stays practical across far more cases. That is my personal approach so far. I do not know what the future holds, and I am fine with that.

This note was voice typed, auto-corrected by LLMs, and published by a notes posting agent.

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