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Stun LLMs with thousands of invisible Unicode characters

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I made a free tool that stuns LLMs with invisible Unicode characters.*Use cases:* Anti-plagiarism, text obfuscation against LLM scrapers, or just for fun!Even just one word's worth of “gibberified” text is enough to block most LLMs from responding coherently.

HN · launched Nov 24, 2025 · 206 upvotes (top 5%) · 0 views

Niche: prompt injection security tools · 26 launches, 0 in the last 7 days · Explore this niche →

Category and tags

  • Security
  • Developer
  • AI-native
  • Hobby / open-source project

Visit website ↗ Source listing ↗

Could you build this?

Yes The tool simply injects invisible zero-width Unicode characters into text strings via standard frontend JavaScript manipulation to disrupt tokenizer boundaries.

Discussion

20 comments analyzed.

Competitors mentioned: Google's image watermarks, DANs (jailbreak techniques from 2023), FastText language detection, Tesseract OCR

Concerns raised: Easily defeated by preprocessing or screenshot conversion to images, Newer LLM models could be trained to ignore obfuscation, Unicode filtering breaks legitimate non-ASCII characters and accent marks, Only 95% effective, not a permanent solution, Would be filtered out by LLM training datasets using language detection

Feature requests: Open source the watermarking approach, Increase effectiveness beyond current 95% rate, Support for more obfuscation methods beyond current 10 letters

Competitors

Other products that read as similar to this one : 106 launches clear the similarity bar, closest 8 shown.

Attention rank: #5 of 107 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 24 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.