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A study found that an LLM's stated knowledge cutoff date is a poor indicator of its actual capability regarding specific product versions. Models showed inconsistent knowledge, failing on older features while sometimes inferring correctly about newer, post-cutoff features.
Evaluating AI coding agents requires a robust sandbox to prevent agents from retrieving answers from the environment, which can invalidate tests of internal knowledge. A correct answer doesn't guarantee a valid measurement if the agent accessed information it shouldn't have, highlighting the need to define sandboxes by information boundaries rather than just tool restrictions. Always review agent…
The GitHub Copilot SDK enables developers to embed Copilot's agent runtime into custom applications, demonstrated by an interview coach app. This allows applications to define agents with specific instructions and custom tools, leveraging Copilot for model interaction and tool execution.
