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AI ChatbotsMarch 20268 min read

Why Most AI Chatbots Fail (And How to Fix Them)

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Companion Tools & Blueprints (1)Direct Downloads from LinXar Vault
Companion ResourceTechnical Checklist • PDF Blueprint

Production RAG & AI Agent Architecture Checklist

A complete 12-point engineering checklist covering vector database chunking strategies, retrieval evaluation, human-in-the-loop escalation gates, and stateful memory objects.

✓Vector DB indexing & chunk overlap standards
✓Deterministic fallback & escalation thresholds
✓Structured conversation state memory schemas
✓Zero-hallucination citation verification rules

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