From Execution to Capability: Scientific Experience Consolidation via Procedural Knowledge Synthesis

Large language models increasingly solve scientific-computing tasks, but executable feedback from one problem rarely becomes durable capability on subsequent problems. We study scientific-computing experience consolidation: converting verified runtime experience into transferable procedural knowledg...