netjohnny

Citizen Developer - Penetration Tester – Coder – Craftsman

[AI_Explorer @ai_explorer25]

Andrej Karpathy’s 1-hour Stanford lecture on AI engineering is one of the best explanations I’ve seen of how AI systems actually work.

The progression is simple:

10% → LLM
30% → Prompt
50% → Agent
70% → Loop
100% → Graph

The key takeaway:

AI engineering isn’t just about writing better prompts.

It’s about building systems around models — giving them context, memory, tools, feedback loops, and data flows.

“Delete everything, keep Graph.”

Definitely worth watching if you’re building with AI agents.

Watch → Bookmark it

[Alex Raufoglu @ralexdc]

NEW!! U.S. House Intelligence Committee Ranking Member Jim Himes issues a statement calling withholding lifesaving intelligence from Ukrainians ‘unforgivable.’ 👇🏻

[Friendly Neighbourhood Partisan @Ry5i0]

He was asking for it

[Luis Moreno @LuisMorenolg]

We are backing the terrorist regime in Russia. History will judge us very harshly.

[🔥Viking_Funeral🔥🇺🇲 @EndOfDays1870]

IDENTIFIED: The jackass that decided to berate and harass a female Packers fan in Philadelphia, calling her "An ugly, dumb c*nt" unprovoked is Ryan Caldwell. A Business Analyst at BCTPartners, make him famous.

[Qwen @Alibaba_Qwen]

🚀Now it is the time, Nov. 11 10:24! The perfect time for our best coder model ever! Qwen2.5-Coder-32B-Instruct!

Wait wait... it's more than a big coder! It is a family of coder models! Besides the 32B coder, we have coders of 0.5B / 1.5B / 3B / 7B / 14B! As usual, we not only share base and instruct models, we also provide quantized models in the format of GPTQ, AWQ, as well as the popular GGUF! 💖

👉🏻Blog: https://t.co/7FnV3SUHuD

👉🏻Tech Report: https://t.co/Y3JN2Ly7H6

👉🏻Hugging Face: https://t.co/GgfeNq0XML

👉🏻ModelScope: https://t.co/VJwMAvEaHN

👉🏻Kaggle: https://t.co/7GW9GZJYre

👉🏻GitHub: https://t.co/gMGC8b5Hwv

👉🏻Demo [chat]: https://t.co/JxAYwnLM9u

👉🏻 Demo [Artifacts]: https://t.co/cyJEHV30e1

The flagship model, Qwen2.5-Coder-32B-Instruct, reaches top-tier performance, highly competitive (or even surpassing) proprietary models like GPT-4o, in a series of benchmark evaluation, including HumanEval, MBPP, LiveCodeBench, BigCodeBench, McEval, Aider, etc. It reaches 92.7 in HumanEval, 90.2 in MBPP, 31.4 in LiveCodeBench, 73.7 in Aider, 85.1 in Spider, and 68.9 in CodeArena!

[Herbiⓥore @herbivore_club]

This is what they mean by "farm-to-table", right? 🐔

#NationalChickenMonth
#ChickenMonth

[Republicans against Trump @RpsAgainstTrump]

Donald Trump: “What I'm going to do, one of the first acts, this is where I need an Elon Musk, I need somebody that has a lot of strength and courage and smarts; I want to close up the Department of Education.”

[Jared Friedman @snowmaker]

Today @toinfinityai made history with the first completely AI-generated YC demo day presentation.

Here's their full demo day video, featuring @lina_colucci's AI clone.

[Intigriti @intigriti]

Ever came across a case where Content Security Policy (CSP) blocked your XSS? 😅

Here's a simple trick to check if your target has a CSP bypass using your own web console! 😎 👇

[Cyber Detective💙💛 @cyb_detective]

Linux for #OSINT cheat sheet

I collected all the commands from my book "Linux for OSINT. 21 day course for beginners" in one place, so that readers can find and use them faster.

Github repo with PDF book, files and this cheat sheet in CSV format:
https://t.co/3Y91GU8t2x

[Nicolas Krassas @Dinosn]

A Collection of Over 60 Scripts - updated specifically for the BadUSB function on the FlipperZero. https://t.co/RGQOFUFJ9L

[Cyber Detective💙💛 @cyb_detective]

Useful #linux commands for working with PDF files in command line:

ocrmypdf - OCR text
pdftotext - extract text
pdfimages - extract images
exiftool - extract metadata
pdfgrep - search matches with keyword/regular expression
pdfunite - merge PDFs in one file (for quick view)

[Daniel Mahncke @MnkeDaniel]

8 Investing Criteria by Phil Fisher, the Father of Quality Investing:

[netjohnny @netjohnny]

2023?
@whiskeymyers https://t.co/sGrjmFjVcA

[netjohnny @netjohnny]

@EudoraHS And then.....

[George Conway ⚖️🇺🇸 @gtconway3d]

Nothing to see here. Just a former president of the United States seeking to incite violence against the minority leader of the United States Senate and launching a racist verbal attack on the leader's wife.

[netjohnny @netjohnny]

@hacker_ Thanks

[No0r3z @NeobeePaul]

Penetration Testing REST APIs Using Burp Suite - Part 1 https://t.co/kfATOMuHXM

[netjohnny @netjohnny]

@JackRhysider networks been compromised for months