AI Agents & MCP · 10/31/2025 · 1 min read
Building AI Agents Connected to Business Systems
How to wire agents to CRMs, databases and APIs without turning production into an open playground.
By DescobreAi Engineering
Agents earn trust when they execute bounded workflows with the same audit trail as your backend jobs.
Workflow graphs
Model multi-step flows explicitly: fetch context → propose action → validate → execute. Avoid infinite tool loops with step budgets and cancellation.
Idempotency
Business tools should accept idempotency keys for create/update operations so retries do not duplicate orders or payments.
Sandboxing
Give agents read-only tools by default. Elevate to write tools per session or per approval.
Monitoring
Alert on anomalous tool frequency, failed auth and unusually large payload exports.