OpenAI wants to retire the leading AI coding benchmark—and the reasons reveal a deeper problem with how the whole industry measures itself.

This head-to-head test compared Amazon Q Developer and GitHub Copilot Pro using a real-world editorial workflow to evaluate their performance as 'agentic' assistants beyond simple coding. Both tools ...

Abstract: This paper compares synthetic and real-world code datasets for machine learning applications in cybersecurity by examining the relationships between machine code and Low-Level Virtual ...

We evaluate DeepCode on the PaperBench benchmark (released by OpenAI), a rigorous testbed requiring AI agents to independently reproduce 20 ICML 2024 papers from scratch. The benchmark comprises 8,316 ...

Abstract: In Deep Image Prior (DIP), a Convolutional Neural Network (CNN) is fitted to map a latent space to a degraded (e.g. noisy) image but in the process learns to reconstruct the clean image.

Visual Studio Code 1.109 introduces enhancements for providing agents with more skills and context and managing multiple agent sessions in parallel. Microsoft has released Visual Studio Code 1.109, ...

This evaluation system runs a matrix comparison: 4 agents × 2 tools = 8 pairings, capturing full trajectories for analysis.