applied AI systems and technical analysis
[ agentic AI consulting, automation strategy, applied AI systems ]
I help teams apply AI systems, agentic workflows, and automation to real business operations. I write, advise, and build around applied AI, technical analysis, and business AI implementation that improves clarity, speed, and execution.
Text classification, extraction, and summarization are the core task primitives behind many high-ROI AI workflows. This lesson explains what each one does, where it fits in business systems, how to implement them reliably, and how to evaluate them in production.
Structured outputs for AI workflows help turn free-form model responses into validated, machine-readable data. This lesson explains how JSON Schema, validation, retries, and business rules make AI systems far more reliable in production.
This lesson explains why production prompting is different from consumer chat prompting. It shows how to design prompts as operational specifications with explicit tasks, grounded context, structured outputs, guardrails, examples, and version control so business AI systems behave more reliably in production.
Need help with applied AI systems, agentic workflows, technical analysis, or technical AI writing? I work with teams on strategy, execution, and clearer communication for practical business AI initiatives.