Tags

# Data Catalog

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![Most Context Layers Only Go Halfway: What AI Actually Needs](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![Most Context Layers Only Go Halfway: What AI Actually Needs](https://cdn.hashnode.com/uploads/covers/68f7e5e9cd62a42c206feaa6/4cb63ea5-2f15-416d-af6b-722a6b67b68b.png)

## Most Context Layers Only Go Halfway: What AI Actually Needs

There's a hidden assumption embedded in almost every data catalog, governance framework, and metadata platform built over the last decade: that a human being would always be nearby to handle ambiguity...

](/blog/most-context-layers-only-go-halfway-what-ai-actually-needs)

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![How Paris's Transit Giant Turned Metadata into a Strategic Asset](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![How Paris's Transit Giant Turned Metadata into a Strategic Asset](https://cdn.hashnode.com/uploads/covers/68f7e5e9cd62a42c206feaa6/ae19d403-29f0-445b-a5f2-3e8bf4021cee.jpg)

## How Paris's Transit Giant Turned Metadata into a Strategic Asset

When most people think about RATP — the operator behind Paris's metro, bus, and RER networks — they think about trains running on time. But behind the scenes, the organization is asking the same quest...

](/blog/ratp-metadata-strategic-asset)

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![Managed OpenMetadata from Collate: 2024 Year in Review](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![Managed OpenMetadata from Collate: 2024 Year in Review](https://cdn.hashnode.com/res/hashnode/image/upload/v1737438819687/5f28a42c-4dd3-422f-8518-058b615731b7.png)

## Managed OpenMetadata from Collate: 2024 Year in Review

Throughout 2024, Collate made incredible progress bringing new capabilities to our customers and to the OpenMetadata open source community. We’ve shipped new features and improvements to accelerate AI automation for data discovery, observability, and......

](/blog/managed-openmetadata-from-collate-2024-year-in-review)