Sublime
An inspiration engine for ideas
PDFs are satan’s file format.
Almost everyone that builds RAG needs to deal with them - and it sucks.
Solutions on the market are either too slow, too expensive or not OSS.
It should be easier. Which is why we’re open sourcing https://t.co/0gCZxzbkWu
Ishaan Kapoorx.comVision-based(Colapli) RAG is becoming popular, so we built a platform to compare:
- Simple OCR RAG
- VisionRAG
- Colpali
- Hybrid Colpali
🚀 Introducing VARAG – the Vision-First RAG Engine (Vision Augmented Retrieval and Generation).... See more
Adithya S Kx.com
I could hear a nice Raag over this 💆🏽♂️🙇🏽♂️.. Eb.. Db.. F.. F#.. throw the low B in to🤷🏽♂️.. shout out to all the Carnatic homies out there to✊🏽.. #alwaysremembertostretch #bubbylewis #mtd4lyfe #labellastrings #gruvgear #5string #bass #bassist #bassporn #bassplayer
instagram.com
You can make RAG apps 10x smarter with this SOTA method!
ColiVara is a retrieval method that does not involve chunking. Instead, it treats docs as images and uses vision models for embedding, just like a human would do.
This provides far better accuracy than traditional RAG systems that rely... See more

Manaranjani, Variation (3) One octave on 4 strings!
#bass #bassguitar #bassguitarist #bassplayer #guitar #guitarist #guitarplayer #musiclessons #chords #arpeggio #universityofrock #fretboard #lickwars #bassgear #guitargear #guitarporn #guitarlessons #basslessons #strings #bassplayermag #bassplayersunited #bassuniversity #baixonatural... See more
instagram.com
You can make RAG apps 10x smarter with this SOTA method!
ColiVara is a retrieval method that does not involve chunking. Instead, it treats docs as images and uses vision models for embedding, just like a human would do.
Far better accuracy than traditional RAG systems.... See more