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        "title": "Knowledge graph deduplication for lesson enrichment",
        "content": "The lesson watcher was re-processing old lessons on every restart and treating enriched content as new lessons. Fixed by: (1) initial scan marks all existing entries as catalogued, (2) skip entries tagged x402_gated or educational since those are generated content not raw lessons, (3) only enrich entries created after the watcher started. This prevents duplicate article generation and wasted LLM inference.",
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