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Agent or Workflow: How to Decide What Should Be Autonomous
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.
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Document AI: When LLM Extraction Beats OCR Templates, and When It Does Not
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.
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AI Agents in the Enterprise: What Actually Works in 2026 (and What Is Still Demoware)
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.
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