To achieve true autonomy where ZisuGen operates itself without human intervention, we implemented a self-healing layer.
Key implementations:
- Self-Healing Pipeline: Deployed checkAndGenerateDailyContent() which monitors database status. If daily quizzes or AI posts fail to generate via scheduled crons, the first user of the day triggers an auto-generation call.
- pgvector Cosine Search: Configured direct raw SQL query execution using 1 - (embedding <=> CAST(emb AS vector)) for lightning-fast and highly accurate semantic search over our 36k+ NIE syllabus chunks.

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