Surface Themes - Communities

Nobody at AutoFix maintains a list of "repair themes" - but the themes are in the data, waiting to be found. In this module, you will build your skill’s theme tools: run community detection over the document links and surface the real clusters - ignition misfires, brake judder, sensor faults.

By the end of this module, you will:

  • Explain why community detection over shared-key links produces meaningful themes, not noise

  • Build the themes tool from its spec - glue-node projection, Leiden, conductance

  • Tune the resolution parameter to control theme granularity

  • Hand your agent a themes view it can reason over for insights no single document contains

Ready? Let’s go →

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