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Notes on technical support and applied AI.

What I have learned while building support tools, automating workflows, and testing software with AI agents.

How I steer AI development toward a defined outcome

How I plan tasks, assign specialized agents, choose reasoning effort, and verify changes while building ChartaFlow.

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