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2026 (2)

October (2)

commandline: Azure Content Understanding: Building on lessons from a decade of Document Intelligence

Microsoft Command Line Blog

2026-10-02

Microsoft reflects on a decade of document understanding work and how those lessons inform Azure Content Understanding. The piece emphasizes limits of LLMs in document reading and the importance of handling edge cases with confidence, grounding, and reasoning.

commandline: LLM-as-translator pattern: Adding natural language understanding to an existing system without rewriting it

Microsoft Command Line Blog

2026-10-02

The article describes using an LLM as a translation layer to add natural-language understanding to an existing system without rewriting it. The approach modernizes legacy implementations by inserting an abstraction layer instead of replacing core logic.