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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Lunxiao Li

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3 papers indexed here

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Preprint Oct 2026

Continue or Restart? The Limits of Early Failure Prediction in Coding Agents

Early stopping promises to reduce compute costs for autonomous coding agents by terminating unpromising runs early. Deciding when to abandon a run requires separating baseline issue difficulty from the trajectory of an individual attempt. We study the distinction in 147,002 execution traces from two public corpora span...

Srinath Srinivasan, Lun-Xiao Li, Tim Menzies et al. · 0 citations
Open access Aug 2026

CGD-QCSF: A Code Generation-Driven Query–Computation Separation Framework for Natural Language Geospatial Analysis

Geospatial data provide an important basis for urban governance, resource management, disaster assessment, and public health analysis by linking spatial locations, attribute information, and dynamic processes. However, complex geospatial analysis still requires substantial expertise in spatial databases, spatial SQL, a...

Zhi-Yuan Le, Hao Li, Yuan-Xun Mei et al. · 0 citations
Jul 2026

Is Model Instability just Noise to be Tolerated or a Property that can be Managed?

It is concluded that instability should be treated as a standard evaluation axis in SE optimization, which should be routinely measured, reported alongside performance, and used to calibrate trust in any single run.

Amirali Rayegan, Lunxiao Li, Tim Menzies · 0 citations

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