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Robust Function Calling for LLM Agents Under Interface Drift

Tool-augmented language-model agents rely on interface text: tool descriptions, argument schemas, and the candidate tool list shown at inference time. These interfaces often change after deployment even when the underlying tool semantics remain fixed, creating a practical reliability problem for function-calling systems. We study this failure mode as interface drift and evaluate whether a…

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macOS TCC permissions for unattended AI agents: stop losing nights to hidden prompts

If you run AI agents unattended on a Mac (Claude Code in iTerm, a launchd job driving osascript , Hammerspoon clicking buttons), you've probably woken up to find nothing happened overnight.

  • macOS Terminal Control (TCC) permissions required for unattended AI agents
  • Host application must grant TCC permissions, not the script itself
  • Regular health checks and permission re-configuration needed post updates

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