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Wednesday, 17 December 2025
Show HN: Prompt-refiner – Lightweight optimization for LLM inputs and RAG https://bit.ly/494weTv
Show HN: Prompt-refiner – Lightweight optimization for LLM inputs and RAG Hi HN, While building RAG agents, I noticed a lot of token budget was wasted on formatting overhead (HTML tags, JSON structure, whitespace). Existing solutions felt too heavy (often requiring torch/transformers), so I wrote this lightweight, zero-dependency library to solve it. It includes strategies for context packing, PII redaction, and tool output compression. Benchmarks show it can save ~15% of tokens with negligible latency overhead (<0.5ms). Happy to answer any questions! https://github.com/JacobHuang91/prompt-refiner December 17, 2025 at 11:40PM
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