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SkillChain automates the lifecycle of per-intent skill specifications for image-based e-commerce AI assistants, improving response quality and user engagement through iterative refinement and routing alignment.
A developer discusses the limitations of RAG for aggregation and counting queries over collections of documents, and asks for community advice on alternative approaches like text-to-SQL and intent routing.
SDOF is a framework that treats multi-agent execution as a constrained state machine, using an online-RLHF specialized intent router and state-aware dispatcher to enforce business process stage constraints, achieving 86.5% task completion on a recruitment system with 6,000+ enterprises.