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type: initiative slug: profiling-foundation-layers-1-5 title: Profiling Foundation Layers 1-5 workstream: context-catalog-nimble owner: data-ai-engineer-architect status: completed milestone: m0-prototype tasks: - task-m0-ai-context-layers-1-5-profiling-built - task-m0-ai-context-table-description-ingestion-built

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Profiling Foundation Layers 1-5

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Objective

Schema discovery, table enrichment, statistical profiling, sample data, and semantic/quality detection — the core inspection pipeline that builds raw catalog context from warehouse metadata and data scans.

Deliverables

• [ ] Define scope and decision boundaries.
• [ ] Produce implementation plan and execution checkpoints.
• [ ] Capture rollout and validation approach.

Tasks

• AI_CONTEXT profiling layers 1-5 foundation built — completed
• AI_CONTEXT table description ingestion built — completed

Links

• Research
• Spec
• Decisions