Computer-Use Agents: When to Let an AI Agent Drive a Screen, and When to Give It an API
Computer-use agents reach systems with no API, but they are the slowest, least reliable way in. When to use them, the benchmarks, and the controls.
Computer-use agents reach systems with no API, but they are the slowest, least reliable way in. When to use them, the benchmarks, and the controls.
RPA vs AI agents for enterprise automation: where bots still win, where agents earn their cost, the hybrid pattern, and how to triage a bot portfolio.
What AI can take over in accounts payable, step by step from capture to payment, where the fraud risk grows, and which controls must stay outside the model.
Most systems called agents should be workflows with a model call inside. The four shapes, a scoring rubric, and when autonomy is worth what it costs.
LLM document extraction reads layouts OCR templates cannot, and invents fields it cannot read. When it beats IDP, what it costs, and the controls it needs.
Most enterprise AI agents stall in pilot. A framework for the narrow, tool-constrained, well-evaluated patterns that ship, and the demoware that does not.
Deep analysis across the systems, strategies, and economics that shape modern technology.
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