@bespaloff

[@bespaloff @bespaloff]

@xls_jpeg @enjojoyy у тебя твит украли :(

[@bespaloff @bespaloff]

You have no kids but you an apartment inherited after your grandmother (yeah, lunches…):

[BBC News (UK) @BBCNews]

We had packed lunches every day for 10 years and retired at 40 https://t.co/R0j6QxeTty

[@bespaloff @bespaloff]

@enjojoyy You are euroevil

[@bespaloff @bespaloff]

@sdhilip Try https://t.co/QJkIi9L467, it is way faster

[@bespaloff @bespaloff]

@Dorialexander Exactly. And as you are hinting they are ignorant enough to know that weights are not connected to the network anyhow. I think this or next year mlns of euros will go to some guys who fine-tune glm on european geopolitics corpus. And everyone will pretend that it is finethis time

[@bespaloff @bespaloff]

Absolute annihilation of naming once again

[OpenAI @OpenAI]

Introducing a limited preview of GPT-5.6 Sol, our next generation frontier model, as well as GPT-5.6 Terra, a balanced model for efficient, everyday work, and GPT-5.6 Luna, a fast and affordable model for high-volume work.

https://t.co/OoM83SyISN

[@bespaloff @bespaloff]

@mattepstein Use https://t.co/QJkIi9L467, it is magical, fast and free

[BURKOV @burkov]

Free and open frontier AI is the first truly communist gift China has given to humanity.

It's the first such gift since the Soviet Union gave the workers of the world gender equality, an 8-hour workday, a month of vacation, and social security.

Without China, three fat U.S. capitalists would still be selling us GPT-3.7 with ads.

[@bespaloff @bespaloff]

If you think this is true, maybe you should consider not answering phone calls from unknown callers

[Bober_smart @Bober_smart]

A 19-year-old student from China, Zhang Wei, developed an AI radar and sold it to Hong Kong for $550,000

He created it using Claude, spending just $20 and a month on development

He walked into the Hong Kong administration office with a flash drive and asked for just 5 minutes of their time. 30 minutes later, he walked out with a check for $550,000

The code, connected to a camera, detects speed in real time. If the speed exceeds the limit, Claude takes a video clip and identifies the owner by the car's license plate. The video and the fine are then automatically sent to the owner's email address

Unlike a conventional radar that only takes a photo and doesn't always work, this AI radar eliminates disputes because it captures video and makes the process fully autonomous by sending out the fines on its own

The article includes the ready-to-use configurations.

[@bespaloff @bespaloff]

@enjojoyy Idk , I am trying to reverse engineer the logic

[@bespaloff @bespaloff]

Not cheaper YET

[@bluecow 🐮 @BLUECOW009]

Running AI locally is not cheaper

[@bespaloff @bespaloff]

@enjojoyy I am not sure that average US enterprise may evaluate the diploma for Master in Electrical engineering from Brno. Not that is not good, rather some bias.

[@bespaloff @bespaloff]

This advice is terrible on so many levels. Also why remarkable experts from the internet need extra package for that? It 2-3 lines of code to make it yourself

[Akshay 🚀 @akshay_pachaar]

Web scraping will never be the same.

(100% open-source visual search at scale)

PixelRAG is a retrieval system that skips HTML parsing completely.

Instead of scraping a page into text and embedding chunks, it screenshots the page and retrieves the image. A vision-language model reads the answer straight off the pixels.

Why that matters: parsing is where web RAG quietly loses information.

- A single HTML-to-text parser can drop 40%+ of a page.
- Tables, charts, and layout get flattened or thrown out.
- Swapping parsers alone can move accuracy ~10 points on the same docs.

PixelRAG indexes the page a person actually sees. The team built a visual index of all of Wikipedia, 30M+ screenshots, and it still beats the strongest text RAG baseline by 18.1% on text-only QA.

The repo also ships a Claude Code plugin that gives Claude eyes.

It lets Claude screenshot any URL and read the rendered page instead of scraping the DOM. So you can hand it a live page, an arXiv paper, or your local site and ask what it actually looks like.

One setup script. No MCP server, no backend.

How the pipeline works:

- Renders each document (web, PDF, image) to image tiles.
- Embeds them with Qwen3-VL-Embedding, LoRA fine-tuned on screenshots.
- Builds a FAISS index and serves a search API.

A stronger reader model lifts accuracy with no re-indexing, since the index is just pixels.

Everything is open-source under Apache-2.0.

GitHub repo: https://t.co/qun9TjAdmw

Talking about RAG, I recently wrote an article on a new approach that makes retrieval much more efficient by cutting corpus size by 40x, reducing tokens per query by 3x, and improving vector search relevance by 2.3x.

The article is quoted below.

[james hawkins @james406]

seriously be careful out there everyone

i had 2 Microsoft Copilot licenses in my car, and someone broke in and left 4 more

[Paul @WomanDefiner]

It turns out he and other boomers did in fact trade a bunch of English people into sex slavery for that Tikka Masala.

[@bespaloff @bespaloff]

I love experts with opinions! You know Linus is a programmer, he can program us LLM. This is what programmers do. My sweet summer child doesn’t know Linus lives in US.

[Oliver Molander @OliverMolander]

Idea:

Can we just give €10B to Linus and let him build a leading European open source AI lab.

[terminally onλine εngineer @tekbog]

harness engineering explained

[@bespaloff @bespaloff]

Это промо нового уровня в Хитмане?

[Mrgunsngear @Mrgunsngear]

Maria Eduarda Rodrigues de Freitas (21) tragically died after being thrown from the "Ponte do Esqueleto" (Skeleton Bridge) in Limeira, Brazil.

She, and likely the workers as well, thought she was bungee jumping but no one ever attached the bungee cord to her.

According to local media, 6 people have been detained by local police.

Bungee jump, or don't, accordingly...

#Brazil #limeira #fail #OSHA #bungeejump #nope #bridge #PontedoEsqueleto