FlashScript: Compiling Recurring Agent Workflows into Reusable Neuro-Symbolic Programs
4.40T1 sourcearXiv cs.HC
Source record
Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2610.33876.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryFlashScript compiles successful agent runs into reusable neuro-symbolic programs, turning actions and transformations into code, parameterizing instance-specific values, and retaining LLM calls only where judgment is needed. Tests on 120 analytics tasks reported deterministic tool calls, 70-fold lower input-token use, one-third runtime, and correct generalization to 108 unseen instances.
Why it mattersProvides a concrete compilation model and measured results for turning recurring agent behavior into testable, maintainable software assets.
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