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Sep 18, 2025

Transform Your Ops with a Unified Agent and SOP Structure

A deployable blueprint for LoA-3 “agents on rails”: SOP-first (YAML), UC-wrapped tools (SQL + Model-as-Function), a LangChain tool-calling agent, and an Assurance Gate (UC structural checks → CEL policy → MLflow judges). Package with MLflow 3’s LangChain flavor, bundle the SOP per model version, and route via Champion/Challenger aliases. Planner runs on Databricks GPT-OSS; transient failures are handled in tool wrappers; end-to-end tracing via MLflow → OpenTelemetry.

Source: HackerNoon →


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