Shared Oxygen Insights
Executive perspectives on AI strategy, data architecture, and accountable governance.
Data Made Work Measurable. AI Makes It Executable.
AI shortens the distance between seeing and doing. The question is whether your data and your institution can act on what the machine surfaces before the quarter closes.
Agentic AI: Competitive Advantage Requires Command
Copilots suggest; agents act. Competitive advantage sits in who you let touch production systems — and who answers when something breaks.
Model Context Protocol (MCP): Context As Operating Control
MCP is plumbing only until you can answer what context an agent had when it acted. Context architecture is operating control, not an SDK detail.
AI Agents For Insurance: Service Under Control
Agents can speed intake, renewal prep, and claims support — if licensed professionals still own advice, binding, and the record an examiner would ask for.
AI And Master Data Management: Govern The Reference Layer
Duplicate records and stale mappings were always costly. AI just makes the mistake reach the client before a human catches it.
Agentic LLMs: Start With Authority Boundaries
Agentic LLMs loop through reason, action, and observation — ReAct, Yao et al., 2022. Define authority and owners before you choose a platform.
Retrieval-Augmented Generation (RAG): Evidence Before Output
RAG grounds generation in retrieved sources — Lewis et al., NeurIPS 2020. Corpus quality and retrieval testing matter more than model brand.
Mission-Critical RAG: Add Agents Only With Control
RAG plus agents turns wrong answers into wrong actions. Govern retrieval, tool permissions, and review as one system — or stay at read-only RAG.
Generative AI: From Novelty To Operating Discipline
Model access is widespread. Operating discipline — data boundaries, evaluation, ownership, cost — is what separates production use from pilot theater.
AI Workflow Vs. AI Agents: What’s The Difference?
Workflows follow a diagram. Agents choose tools inside bounds. The operating model should pick the mix — not the vendor slide.
