An architecture diagram and a prompt file don't answer an auditor's actual question. Here's the documentation format that does.

A prompt edited directly in a config UI, deployed without review, is a production change with no paper trail. The fix is applying ordinary code discipline to something that doesn't look like code.

The pattern that shows up once three or more product teams are building agents independently — and the minimum platform team that actually addresses it.

Compliance teams don't ask if a RAG system is "safe" — they ask specific, answerable questions. Knowing the questions in advance changes how you build.

Five patterns where agentic AI is delivering real ROI in enterprise settings today — not demos, production systems with measurable outcomes.

One team's agent workload can starve another team's, silently, on a shared tool server with no per-consumer rate limiting. Fair-share limiting fixes it without over-provisioning.

An agent that keeps retrying a failing tool doesn't just waste time — it can amplify an outage. Circuit breakers stop that amplification without requiring the agent to reason about it.

A vector database migration that looks straightforward on paper — export, re-index, cut over — has failure modes that only show up under real query load. Test for them before committing.

A managed vector database removes operational burden and adds a migration cost that grows every month you don't think about it. Here's how to keep the option open without paying for it upfront.

A shared LLM gateway with one API key makes cost attribution impossible after the fact. Build the attribution in before finance asks who's spending what.