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FDE-Gym benchmarks agents on ambiguous, end-to-end customer delivery

huggingface.co by Dongxu Yang et al. Editor score 8/10

FDE-Gym contains 95 delivery tasks across 20 customer scenarios and 18 sectors, scoring outcomes against customer success metrics while penalizing interaction costs. Its tasks test requirement discovery and live-system work missing from issue-based agent benchmarks.

What
FDE-Gym benchmarks agents on 95 end-to-end delivery tasks adapted from real-world projects across 18 sectors.
Method
Agents work in simulated customer environments, clarifying requirements with scripted stakeholders and operating modifiable customer systems.
Why it matters
The benchmark highlights a delivery gap: in the realistic setting, the best configuration scored 0.56 on average and resolved 14 tasks without incident.
clarify needs operate deliver agents scriptedstakeholders modifiablecustomer systems workingsolutions
Agents interact with stakeholders and customer systems to deliver working solutions. Sketched from the article's own text.

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