
Unclecode (Hossein)
@unclecode
Author of Crawl4AI (#1 GitHub Trending). Founder of Kidocode, SE Asia's largest tech & biz school. Leading AI research on synthetic data, AI consultant.
قد يعجبك
🎉 Crawl4ai 0.7.6 is out! We just dropped Crawl4AI v0.7.6, another step toward full self-hosting. The Docker version now supports crawling hooks so you can inject your own Python functions that run inside the container. We also added webhook callbacks for async jobs, no more…
The security vulnerability we found in Perplexity’s Comet browser this summer is not an isolated issue. Indirect prompt injections are a systemic problem facing Comet and other AI-powered browsers. Today we’re publishing details on more security vulnerabilities we uncovered.
🚀 DeepSeek-OCR — the new frontier of OCR from @deepseek_ai , exploring optical context compression for LLMs, is running blazingly fast on vLLM ⚡ (~2500 tokens/s on A100-40G) — powered by vllm==0.8.5 for day-0 model support. 🧠 Compresses visual contexts up to 20× while keeping…



WTF! Why a brand new Macbook air M4 should heat up while downloading gpt oss 20mb!! 😒
Perhaps one very interesting fact about skills is that Claude injects them on-demand and VERY CLOSE to your recent question, not like custom instruction or CLAUDE.md which is far from where u r in conversation. If @claudeai add the ability to remove some of these…
Today we're introducing Skills in claude dot ai, Claude Code, and the API. Skills let you package specialized knowledge into reusable capabilities that Claude loads on demand as agents tackle more complex tasks. Here's how they work and why they matter for the future of agents:

Some interesting insights on open models/repos - 1 million new open-source AI repos landed on @huggingface in only 90 days. - @nvidia , historically a hardware vendor, is now the single largest contributor of open AI models (Nemotron, Cosmos, Gr00t, BioNeMo, Canary). - Chinese…

If claude agent sdk is just a wrapper around the claude code cli?! Am I missing something?
New paper: You can make ChatGPT 2x as creative with one sentence. Ever notice how LLMs all sound the same? They know 100+ jokes but only ever tell one. Every blog intro: "In today's digital landscape..." We figured out why – and how to unlock the rest 🔓 Copy-paste prompt: 🧵
Opus to design, Sonnet to implement, Haiku to maintain
Introducing Claude Haiku 4.5: our latest small model. Five months ago, Claude Sonnet 4 was state-of-the-art. Today, Haiku 4.5 matches its coding performance at one-third the cost and more than twice the speed.

NVIDIA DGX Spark finally is available. It has ~100 TFLOPs of FP16 with 128GB of memory at 273 GB/s bandwidth. The Mac Studio has 512GB of unified memory at 819 GB/s, but the GPU only has ~26 TFLOPs of FP16. So one is faster in compute and one better in memory bandwidth. The DGX…
Clustering NVIDIA DGX Spark + M3 Ultra Mac Studio for 4x faster LLM inference. DGX Spark: 128GB @ 273GB/s, 100 TFLOPS (fp16), $3,999 M3 Ultra: 256GB @ 819GB/s, 26 TFLOPS (fp16), $5,599 The DGX Spark has 3x less memory bandwidth than the M3 Ultra but 4x more FLOPS. By running…

Finally, GIL is not the boss! Can’t imagine how this will ripple through everything built on Python, AI, web, data, even infra. The entire stack just leveled up!
Finally, Python 3.14 lets you disable GIL! It's a big deal because earlier, even if you wrote multi-threaded code, Python could only run one thread at a time, giving no performance benefit. But now, Python can run your multi-threaded code in parallel. And uv fully supports it!
MIT License
This is insane 🤯 A new system called Paper2Video can read a scientific paper and automatically create a full presentation video slides, narration, subtitles, even a talking head of the author. It’s called PaperTalker, and it beat human-made videos in comprehension tests.…

Before AI human publishing “hallucination articles and posy” almost every day or even hour in social media and web, just we couldn’t make em pay $440k! Now for AI “hallucination” every one is hyping to stop them. From one side, we keep trying to mimic human intelligence, then…
So surprising. They should have at-least proof-read. 😅 AI hallucinations need to be SOLVED ASAP. 💰 Deloitte has agreed to repay part of a $440,000 government fee after admitting it used AI to write sections of an official report that later turned out to have fake references…


I remember Sergey Brin, was saying all models do better if they are threatened, and this research shows 4.8% more average accuracy with more rude prompts! 😳

Rude prompts to LLMs consistently lead to better results than polite ones 🤯 The authors found that very polite and polite tones reduced accuracy, while neutral, rude, and very rude tones improved it. Statistical tests confirmed that the differences were significant, not…

Crawl4ai Version 0.7.5 is coming 😎 my fav feature, pass hooks to the docker api, you can literally pass python function to the api 🔥🔥🔥 this was a request since the very beginning of this journey, sorry took time, but its coming soon! #crawl4ai

got a cheap e-ink display, coded up a dashboard, and installed a weather station on the roof. first rain today and seeing the rainfall totals update in real time is pure nerd dopamine

Very unfair! I started claude code before max plan, spending 1000$+ monthly, then switch to 200$, purchased team package for my team, using every day and never get “approaching to weekly limit” and now just in a short time see this! You guys never reply any message from people…

This is real Claude Code hits usage limits for the week in hours. I've never once hit their 5hr limit on the 20x plan I think this is the most egregious usage limit change thus far in the industry
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