Writings

AI infrastructure / 18 min readHow to Build an AI Memory Layer for Enterprise AgentsA practical guide to AI memory layers, retrieval, permissions, and context architecture for enterprise agents.May 25, 2026Workflow automation / 17 min readAI Workflow Automation vs. Chatbots: What Companies Actually NeedWhy production AI projects should focus on workflow automation, review paths, and measurable business outcomes instead of standalone chatbots.May 22, 2026Model evaluation / 19 min readProduction Model Evaluation: Scorecards That Catch Real FailuresHow to design AI evaluation scorecards, regression suites, and review loops for production model behavior.May 20, 2026Computer vision / 18 min readComputer Vision for Quality Inspection: From Model Demo to WorkflowA practical guide to deploying computer vision for quality inspection, defect review, and manufacturing operations.May 17, 2026Voice AI / 17 min readVoice AI for Call Centers: Implementation Guide for Real OperationsHow to plan voice AI for call centers with routing, transcripts, knowledge retrieval, escalation, and quality monitoring.May 15, 2026Enterprise AI / 19 min readBuying Enterprise AI Infrastructure: A Practical Evaluation ChecklistA checklist for evaluating enterprise AI infrastructure across data access, controls, evaluation, integration, and ownership.May 12, 2026