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 cross-reference links produces meaningful themes, not noise
• Build the themes tool from its spec - shared cross-reference 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