Yuki Novak

Limit AI agent credentials to single tasks instead of standing access to prevent breaches.

Federated queries fail silently when schemas drift unless a semantic layer governs what data means.

Agents inheriting overpermissioned service accounts compound risk across multi-step workflows.

Knowledge graphs make AI retrieval accurate by encoding what data means, not just how it is stored.

Agents need fresh data at query time, not stale snapshots—a correctness problem, not a speed one.

A governed, queryable object that replaces scattered definitions with one source of truth.

Semantic layers, not raw schemas, let AI agents query structured data reliably at scale.