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Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Privacy Policy Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Reverse RAG | uncloseai.com
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diff --git a/public/reverse-retrieval-augmented-generations-rag/index.html b/public/reverse-retrieval-augmented-generations-rag.html
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Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG All Languages Book Reverse Retrieval Augmented Generation (Reverse RAG) inverts this entirely. Instead of the server fetching documents to augment the prompt, the client extracts live content from the page the user currently views and injects it directly into the conversation context. The data comes to the model. No vector database. No embeddings. No indexing pipeline. No server-side retrieval.
- uncloseai.js implements this technique as an AGPL-3.0-only algorithm in a single-file JavaScript library that adds a machine learning chat interface to any webpage. By feeding the model the full, fresh content of whatever page the user visits, small 8B-parameter models produce answers that rival much larger models on page-specific questions.
+ uncloseai.js implements this technique as an AGPL-3.0-only algorithm. uncloseai.js serves as the entrypoint of a modular application that adds a machine learning chat interface to any webpage. By feeding the model the full, fresh content of whatever page the user visits, small 8B-parameter models produce answers that rival much larger models on page-specific questions.
Read the full whitepaper (PDF)
Citation
russell@unturf, cthegray, TimeHexOn, foxhop. "Reverse Retrieval Augmented
Generation: Client-Side Context Injection for Small Language Models."
-uncloseai.com, 2026. https://uncloseai.com/reverse-retrieval-augmented-generations-rag
© uncloseai. 2026
diff --git a/public/ruby-examples.html b/public/ruby-examples.html
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Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Privacy Policy Silero TTS Kokoro TTS Our Crawler Reverse RAG Reverse RAG All Languages Book Silero TTS Kokoro TTS Our Crawler Reverse RAG Reverse RAG All Languages Book Silero TTS Kokoro TTS Our Crawler Reverse RAG Reverse RAG All Languages Book Silero TTS Kokoro TTS Our Crawler Reverse RAG Reverse RAG All Languages Book Silero TTS Kokoro TTS Our Crawler Reverse RAG Reverse RAG All Languages Book Silero TTS Kokoro TTS Our Crawler Reverse RAG Reverse RAG All Languages Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book Inference Setup Text-to-Speech Our Crawler Reverse RAG Reverse RAG 🔗 All Languages 📚 Book uncloseai.js
uncloseai.js is a single-file JavaScript library that adds a floating chat button to any website. One script tag gives your page a full machine learning interface: streaming chat, text-to-speech, page reading, translation, file upload, encrypted settings, and 19 languages. No server, no backend, no API keys.
- The core technique is Reverse Retrieval Augmented Generation (Reverse RAG) Read the whitepaper.
+ The core technique is Reverse Retrieval Augmented Generation (Reverse RAG) Read the whitepaper.
Works with static sites, CDNs, GitHub Pages, and any hosting that serves HTML. Every feature runs client-side against free community inference endpoints.