Does Your Coding Agent Get More Efficient Over Time?

Snorkel AI
206 views July 7, 2026

Does your coding agent get faster at working in the same repo over time? Continual Learning Bench has a task for this. The model gets a sequence of tasks in the same repository. Success is measured by how many bash commands it takes to get to a correct solution — and whether that number goes down. Most models: it doesn't. #AIAgents #CodingAgents #ContinualLearning #Benchtalks

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