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AI thinking that earns its place in production

Practical notes on agents, data readiness, and operational intelligence, written for teams who ship.

3 articles · Production-minded AI

AI Agents vs. AI Workflows

When to orchestrate steps, and when to let an agent decide the path.

Models fail quietly when foundations are weak. Start with readiness.

How telemetry, twins, and models close the loop on physical systems.

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Bring the problem you want to improve. We will map where agents, data, or integration create measurable lift.