Mh Ramim

[Mh Ramim @MhRamim0]

@DurovPD 🇧🇷 0- 2 🇯🇵

[Akibur Rahman @AkiburRahman1y]

Qur'an — the light for every lost heart

[Rifat Ahmed @Rifat_EE]

Text RAG has been lying to every AI agent.

PixelRAG just proved it with 30 million screenshots.

I dug into the new wave of visual RAG papers and repos this week,,

The pattern is brutal and clear :

- Traditional text extraction destroys the exact things agents need most ( tables, charts, layouts, dynamic JS content).

- PixelRAG skips parsing entirely. It turns web pages, PDFs, and docs into screenshots and retrieves straight from the pixels.

They are the same team behind the viral 30M+ Wikipedia screenshot dataset.

Result on real QA benchmarks: +18.1% over text RAG.

Here :

--> OpenBMB’s VisRAG and EVisRAG-7B already ship parsing-free vision retrieval.

--> RAG-Anything pushes full multimodal (text + images + tables + equations) on top of LightRAG.

--> The “Awesome RAG in Computer Vision” list is filling up fast with exactly these approaches.

Everyone is racing to the ship of agentic systems that act,,
But pixelRag is leading the way that makes Agent to watch the world into their eye..

In next, All things have to be visible to Agent first, then to user....

[Mh Ramim @MhRamim0]

@nyp_qoo ...

[Mh Ramim @MhRamim0]

@akibur_asif Good afternoon
Keep building, keep learning, and trust the process.

[Mh Ramim @MhRamim0]

@akibur_asif Gm Akibur

[Mh Ramim @MhRamim0]

@AkiburRahman1y Mashaallah

[Mh Ramim @MhRamim0]

@akibur_asif Good evening Akibur

[Mh Ramim @MhRamim0]

@hush_web3 Gm hush

[Mh Ramim @MhRamim0]

@00Sindirella Hi

[Mh Ramim @MhRamim0]

@akibur_asif @TheARCTERMINAL Good Evening

[Mh Ramim @MhRamim0]

@akibur_asif @moovexyz @moovexyz is making multi-chain transactions feel effortless.

[Mh Ramim @MhRamim0]

@akibur_asif Good morning fam

[Mh Ramim @MhRamim0]

@tvbzify Tell me

[Mh Ramim @MhRamim0]

@akibur_asif Goodnight

[Mh Ramim @MhRamim0]

@akibur_asif @moovexyz The combination of cross-chain accessibility, non-custodial security, and privacy-first infrastructure makes moove stand out in the evolving Web3 ecosystem.

[Mh Ramim @MhRamim0]

@akibur_asif This is the kind of UX improvement Web3 genuinely needs.

[Mh Ramim @MhRamim0]

@akibur_asif Gm akibur

[Mh Ramim @MhRamim0]

@akibur_asif Really impressive vision from Moove.

[Rifat Ahmed @Rifat_EE]

"Ai Noobs" Ep-1.

"How Intelligent Ai model burning your tokens without any reason".

Stay turned to become Immediate to pro in Ai world⚡