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MHMichel Habchy

Architecture

How I Architect Intelligent Systems.

Every system I build moves information through the same broad layers, from raw sources to business operations. Select a layer to see what it does, what goes in and comes out, and where I have applied it.

How a system is built6 layers
01Data sources02Data processing03Data architecture04Intelligence05Applications06Business operations
Intelligence. LLMs with structured outputs, semantic search, statistics and forecasting.

ConceptualA conceptual reference model. Not every technology appears in every project.

  1. Layer 1 of 6

    Data Sources

    Where information enters the system, often messy, inconsistent and in several formats.

    Input

    Spreadsheets, documents, system exports

    Output

    Raw records ready for processing

    Responsibilities

    • Identify authoritative sources
    • Agree ownership and access
    • Capture formats and refresh cadence

    Technologies

    • Excel / CSV
    • PDF / Word
    • REST APIs
    • Google Workspace

    Related projects

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