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Nightjar Programming System

Updated 18 December 2025
  • Nightjar Programming System is a dual-purpose framework: one part enables natural language and Python code integration via a natural function interface, while the other masks identifiable social media data.
  • It pioneers a shared program state mechanism that allows direct variable manipulation between LLMs and Python, reducing boilerplate and enhancing accuracy by up to 7 percentage points.
  • The system demonstrates a practical trade-off by achieving perfect precision on URL and phone masking while highlighting challenges in NER performance for DII detection.

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