Fine-Tuning Dataset Synthesizer & Validator

Write a Python automation system that reads documentation files and synthesizes dataset pairs (instruction, input, response) tailored for fine-tuning LLMs. Programmatically parse and filter out any PII, validate JSON structure, and output standard HuggingFace dataset JSONL files.