engineering/uncloseai.com
1
0
Fork 0
Code Issues Pull requests Projects Releases Packages Wiki Activity Actions

rename reverse-rag to reverse-retrieval-augmented-generations-rag.html, update all sidebar links

Browse source
This commit is contained in:
russell@unturf.com 2026-02-24 23:21:29 -05:00
parent c2d6d6337c
commit 4cbfacfa95
29 changed files with 31 additions and 43 deletions
Download patch file Download diff file Expand all files Collapse all files

2
public/browser-toys.html
View file

@ -74,7 +74,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/c-examples.html
View file

@ -74,7 +74,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/cli.html
View file

@ -74,7 +74,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/csharp-examples.html
View file

@ -74,7 +74,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/dart-examples.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/elixir-examples.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/go-examples.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/index.html
View file

@ -83,7 +83,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/inference.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html" class="active">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/java-examples.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/kotlin-examples.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/nodejs-examples.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/php-examples.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/privacy-policy.html
View file

@ -70,7 +70,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
<li><a href="/privacy-policy.html" class="active">Privacy Policy</a></li>

2
public/python-examples.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

12
public/reverse-rag.html
View file

@ -1,12 +0,0 @@
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta http-equiv="refresh" content="0;url=/reverse-retrieval-augmented-generations-rag">
<title>Reverse RAG | uncloseai.com</title>
</head>
<body>
<p>Redirecting... <a href="/reverse-retrieval-augmented-generations-rag">Click here.</a></p>
<script>window.location.replace("/reverse-retrieval-augmented-generations-rag");</script>
</body>
</html>

6
public/reverse-retrieval-augmented-generations-rag/index.html → public/reverse-retrieval-augmented-generations-rag.html
View file

@ -71,7 +71,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag" class="active">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html" class="active">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">Book</a></li>
</ul>
@ -107,14 +107,14 @@
<p><strong>Reverse Retrieval Augmented Generation (Reverse RAG)</strong> 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.</p>
<p><a href="/uncloseai-js.html">uncloseai.js</a> 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.</p>
<p><a href="/uncloseai-js.html">uncloseai.js</a> implements this technique as an AGPL-3.0-only algorithm. <code>uncloseai.js</code> 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.</p>
<p><a href="/reverse-rag.pdf" target="_blank" role="button">Read the full whitepaper (PDF)</a></p>
<h3>Citation</h3>
<pre><code>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</code></pre>
uncloseai.com, 2026. https://uncloseai.com/reverse-retrieval-augmented-generations-rag.html</code></pre>
<footer>
<small>&copy; uncloseai. 2026</small>

2
public/ruby-examples.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/rust-examples.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/swift-examples.html
View file

@ -75,7 +75,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

2
public/terms-of-use.html
View file

@ -70,7 +70,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
<li><a href="/privacy-policy.html">Privacy Policy</a></li>

2
public/text-to-speech.html
View file

@ -170,7 +170,7 @@
<li><a href="/tts/multilingual-cpu.html" style="padding-left:2em">Silero TTS</a></li>
<li><a href="/tts/lightweight.html" style="padding-left:2em">Kokoro TTS</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">Book</a></li>
</ul>

2
public/tts/fast-synthesis.html
View file

@ -69,7 +69,7 @@
<li><a href="/tts/multilingual-cpu.html" style="padding-left:2em">Silero TTS</a></li>
<li><a href="/tts/lightweight.html" style="padding-left:2em">Kokoro TTS</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">Book</a></li>
</ul>

2
public/tts/hd-cloning.html
View file

@ -69,7 +69,7 @@
<li><a href="/tts/multilingual-cpu.html" style="padding-left:2em">Silero TTS</a></li>
<li><a href="/tts/lightweight.html" style="padding-left:2em">Kokoro TTS</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">Book</a></li>
</ul>

2
public/tts/lightweight.html
View file

@ -69,7 +69,7 @@
<li><a href="/tts/multilingual-cpu.html" style="padding-left:2em">Silero TTS</a></li>
<li><a href="/tts/lightweight.html" class="active" style="padding-left:2em">Kokoro TTS</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">Book</a></li>
</ul>

2
public/tts/multilingual-cpu.html
View file

@ -69,7 +69,7 @@
<li><a href="/tts/multilingual-cpu.html" class="active" style="padding-left:2em">Silero TTS</a></li>
<li><a href="/tts/lightweight.html" style="padding-left:2em">Kokoro TTS</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">Book</a></li>
</ul>

2
public/tts/voice-cloning.html
View file

@ -69,7 +69,7 @@
<li><a href="/tts/multilingual-cpu.html" style="padding-left:2em">Silero TTS</a></li>
<li><a href="/tts/lightweight.html" style="padding-left:2em">Kokoro TTS</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">Book</a></li>
</ul>

2
public/uncloseai-js-styleguide.html
View file

@ -455,7 +455,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>

4
public/uncloseai-js.html
View file

@ -74,7 +74,7 @@
<li><a href="/inference.html">Inference Setup</a></li>
<li><a href="/text-to-speech.html">Text-to-Speech</a></li>
<li><a href="/crawler.html">Our Crawler</a></li>
<li><a href="/reverse-rag.html">Reverse RAG</a></li>
<li><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse RAG</a></li>
<li><a href="/languages" target="_blank">🔗 All Languages</a></li>
<li><a href="https://shop.unturf.com/p/8486f492-a93e-11f0-b477-02dfe05770ee/uncloseai-machine-learning-reference-guide-to-inference-clients" target="_blank">📚 Book</a></li>
</ul>
@ -104,7 +104,7 @@
<h2 id="intro">uncloseai.js</h2>
<p><strong>uncloseai.js</strong> 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.</p>
<p>The core technique is <strong><a href="/reverse-rag.html">Reverse Retrieval Augmented Generation (Reverse RAG)</a></strong>: instead of a server fetching documents to stuff into a prompt, the client extracts live page content and injects it directly into the conversation context. The model always has the freshest data from the page you're viewing, which lets small models punch way above their weight class. No vector database, no embeddings, no indexing pipeline. Just real-time content from the DOM, straight into the prompt. <a href="/reverse-rag.html">Read the whitepaper.</a></p>
<p>The core technique is <strong><a href="/reverse-retrieval-augmented-generations-rag.html">Reverse Retrieval Augmented Generation (Reverse RAG)</a></strong>: instead of a server fetching documents to stuff into a prompt, the client extracts live page content and injects it directly into the conversation context. The model always has the freshest data from the page you're viewing, which lets small models punch way above their weight class. No vector database, no embeddings, no indexing pipeline. Just real-time content from the DOM, straight into the prompt. <a href="/reverse-retrieval-augmented-generations-rag.html">Read the whitepaper.</a></p>
<p>Works with static sites, CDNs, GitHub Pages, and any hosting that serves HTML. Every feature runs client-side against free community inference endpoints.</p>