Any action that changes state (orders, rejects, emails) goes through an Approval node.
Log every agent decision with inputs/outputs, model/version, latency, confidence; attach artifacts.
System prompts define tone, disclaimers, and forbidden actions; use toolformer-style constraints.
Prefer batch ops and caching; store embeddings once; on‑prem for heavy CV; use smaller models where acceptable.
On Prem deployment for the most secure data and AI channel
RBAC, PII redaction, append‑only logs; measure coverage, accuracy, latency, completion rates.
