Metric contracts in 2026: versioned, testable definitions of business logic that let multi-agent frameworks compute revenue identically, with OSI interchange.
Policy-aware lakehouse telemetry for the EU AI Act era: build auditable, immutable, governed AI decision records on Apache Iceberg.
Query routing at machine scale for the agentic lakehouse: engine selection, acceleration substitution, admission control, and placement.
A threat model for the agentic lakehouse gateway covering prompt injection, exfiltration, and the firewall that reads sentences.