AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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The prevailing approach to computer-use agents couples a model with a domain-specific harness: a browser or desktop environment equipped with human engineered tools that are fixed before task execution. As models'coding capabilities improve, the GUI native and static harness prevents them from direct programmatic opera...
This work presents Echoverse, which compiles specifications into stateful applications whose tasks are graded against the application's own database, and a co-evolution loop that reads every graded rollout twice: as repairs to the environment, its tasks and its verifier, and as training signal for the model.
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