AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Two methodology contributions are presented: a declarative-markdown harness with a small mutation surface, and an auto-research loop in which failure-mode analysis on completed experiments proposes new hypotheses, optionally human-reviewed, that progress through the same experiment workflow.
TestAgent, a multi-agent tool implemented as a VS Code extension that automates the generation of high-quality unit tests for Java projects using repository-level Code Knowledge Graphs, demonstrates its practical utility for regression testing and bug discovery.
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