Anti-Fragile take
Agentic workflows put AI in the loop for research, enrichment, and drafting, but with guardrails: agents write to staging tables, not directly to CRM. Humans or automated QA approve before production.
Agents without guardrails create duplicates and hallucinated data at machine speed.
Why it matters
Agents multiply operator output on research-heavy tasks. Without guardrails, they multiply errors too.
How we build it
Agent pipelines with staging tables, confidence thresholds, human review queues, and CRM write only on approval.