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Paper · arXiv

NormCode Canvas: Making LLM Agentic Workflows Development Sustainable via Case-Based Reasoning

We present NormCode Canvas (v1.1.3), a deployed system realizing Case-Based Reasoning at two levels for multi-step LLM workflows. The foundation is NormCode, a semi-formal planning language whose compiler-verified scope rule ensures every execution checkpoint is a genuinely self-contained case -- eliminating the implicit shared state that makes retrieval unreliable and failure non-localizable in standard orchestration frameworks. Level 1 treats each checkpoint as a concrete case (suspended runtime); Fork implements retrieve-and-reuse, Value Override implements revision with automatic stale-boundary propagation. Level 2 treats each compiled plan as an abstract case; the compilation pipelin...

AuthorsXin Guan, Yunshan Li, Ze Wang
Primary categorycs.SE
Published13 March 2026
Last updated at source13 March 2026
cs.SEcs.AIcs.PL
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