FIELD NOTE 01
Random AI becomes shadow infrastructure.
Teams are already using AI. Without a control layer, the work gets faster and riskier at the same time.
FIELD NOTE 02
Remember the work. Protect the secrets.
AI should remember projects, decisions, workflows, and context. Credentials and sensitive data belong behind a Vault boundary.
FIELD NOTE 03
From chat to workflow.
The next phase of AI adoption is not better prompts. It is repeatable work: files, tools, approvals, memory, routing, and evidence operating together.
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