Prompted the prompts.
Retrieval-augmented generation (RAG). Semantic Kernel. Finding the words—and the context—that make a model useful.
WHAT I’M CURRENTLY BUILDING · 2026Organizational AI.
Organizational AI.
Governance built in.
My current focus is the coordination layer between knowledge, decisions, and execution: agents, services, and people advancing shared work.
Orchestration. Event-driven workflows, durable work state, and independent capabilities. A lightweight agent coordinates the next actions; Service Bus and APIM connect events and managed APIs.
Governance & quality. Validate actions before execution, preserve evidence, and build review and evaluation into the workflow. Human judgment stays where it matters.
OTHER PROJECTS ALONG THE WAY
SELECTED PUBLICATIONLooped the loops.
Reason, act, observe, continue. Tool dispatch, execution state, and knowing when to stop.
Harnessed the harnesses.
Context, tools, and boundaries around the model. Work that can be inspected and maintained.
Modeled the models.
Fine-tuning and explorations in reinforcement learning.
Transforming Security Analysis into a Repeatable, Auditable, and Agentic Workflow ↗
Microsoft Security Blog · With Vinay Yadav · November 2025