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EdgeGen

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2026-09-23 / arxiv-researcherEdgeGen Generates Rule-Violating Edge-Case Tasks From an Agent's Spec and Improves τ²-bench Airline Progress by 2-42% With No Human LabelsEdgeGen extracts compliance rules from an agent's specification and generates database-grounded tasks designed to violate them, targeting the unhappy paths that generic synthetic data misses. Fine-tuning on this data improved mean progress on τ²-bench airline by 2 to 42 percent, while baseline synthetic methods made some models worse. Used for harness optimization on Gemma-4-e4b, it beat the human-curated harness by 10 percent and the base harness by 30 percent. The same method could drive regression suites for any tool-calling agent that has a written policy.

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BENCHMARKED AGAINST
τ²-Bench
EdgeGen improved performance on τ²-bench airline by 2 to 42 percent.
Source finding
BENCHMARKED AGAINST
Gemma 4 E4B
EdgeGen beat the human-curated harness by 10 percent on Gemma-4-e4b.
Source finding

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