#M|BOX

Building Millisecond-Level Identity Resolution for AI Agents with M|BOX and Python

Based on a YouTube tutorial, this article details how to build a millisecond-level deterministic identity resolution tool for OpenAI Agents using the M|BOX Python SDK: indexing 10,000 CRM records in under 0.2 seconds, single queries in single-digit milliseconds, and field-level scoring for typo tolerance, conflict follow-ups, and no-match hallucination refusal.