Cognition allocates AI agent token budgets based on developer performance

AI software startup Cognition has introduced dynamic usage limits for its coding assistant Devin, rewarding effective developers with higher token allocations. The system uses automated metrics to calculate how many hours of human labor an agent session replaces and provides coaching on prompt efficiency. Software engineers have reacted with skepticism, expressing concern over performance tracking tied directly to AI resource usage.