@shabalasIV یه جوری میگی در تاریخ انگار ۲۰۰ سال هوش مصنوعی هست، ۲ سال بیشتر نیست، اینم مطمئن باش برای تبلیغات شرکتشونه، وگرنه دولت آمریکا هیچوقت درگیر مسائل خصوصی شرکت ها نمیشه، احتمالا گفتن چین رو آی پیش رو ببند این گفته بهترین فرصت برای تبلیغات کلش رو میبندم بعد وقتی دادم بیرون میترکونه
Important takeaways from Claude’s source code:
1. Much of Claude Code’s system prompting is in the source code. This is actually surprising. Prompts are important IP, and I would have thought a sophisticated organization like Anthropic would have performed much or all of their prompt assembly in the server-side harness.
2. Claude Code uses axios, which was also just hacked. Reminder: supply chain attacks are part of closed-source distribution too, and you won’t even know what version of an affected package is being used.
3. The source has a lot of really good comments. These are obviously not for human consumption but for LLMs to understand the purpose of various chunks of code. In the code autocomplete era, most of us engineers hated how many comments were left by LLMs, but perhaps we’ve overcorrected. This looks like a great way to provide context to code outside of the AGENTS.md/CLAUDE.md files.
4. Most folks already know this, but less tools == better results. CC has < 20 tools in normal coding: AgentTool, BashTool, FileReadTool, FileEditTool, FileWriteTool, NotebookEditTool, WebFetchTool, WebSearchTool, TodoWriteTool, TaskStopTool, TaskOutputTool, AskUserQuestionTool, SkillTool, EnterPlanModeTool, ExitPlanModeV2Tool, SendMessageTool, BriefTool, ListMcpResourcesTool, and ReadMcpResourceTool.
5. The “Bash” tool is the crown jewel of Claude Code. A significant amount of deterministic parsing and processing occurs to determine the “type” of commands being run.
6. For better or worse, Claude Code is *all* TypeScript/React with rather explicit Bun bindings.
7. Just because the source is now “available” *DOES NOT MEAN IT IS OPEN SOURCE*. You are violating a license if you copy or redistribute the source code, or use their prompts in your next project! Don’t do that!
My overall takeaway: it’s a really well laid-out codebase that is carefully organized to let agents work on it effectively. Direct human intervention here is minimal, but, like with all good projects, the human engineering is still apparent. I’m a bit surprised by some of the shortcuts Claude Code makes, like its prompt assembly being rather messy. Perhaps they have tooling on their side that helps with this introspection, but as it stands, it seems LLMs would struggle to iterate on the prompting because it’s not evident how a given set of parameters assembles a prompt without actually running it. It’s also surprising that the prompts are even in this source code. Keep in mind that even though this is the first time we’ve gotten a proper full-source dump, it has never been impossible to read Claude Code’s prompting since it was part of the actual distributed package — that’s surprising. There might still be a lot of prompting on the server that also gets added (unclear at this point), but there is certainly more than I would have expected in the CLI tool itself.
This 𝗖𝗟𝗔𝗨𝗗𝗘.𝗺𝗱 file will make you 10x engineer 👇
It combines all the best practices shared by Claude Code creator:
Boris Cherny (creator of Claude Code at Anthropic) shared on X internal best practices and workflows he and his team actually use with Claude Code daily. Someone turned those threads into a structured 𝗖𝗟𝗔𝗨𝗗𝗘.𝗺𝗱 you can drop into any project.
It includes:
• Workflow orchestration
• Subagent strategy
• Self-improvement loop
• Verification before done
• Autonomous bug fixing
• Core principles
This is a compounding system. Every correction you make gets captured as a rule. Over time, Claude's mistake rate drops because it learns from your feedback.
If you build with AI daily, this will save you a lot of time.
The 10 Most Valuable AI Learning Repositories on GitHub
I analyzed the top GitHub repositories where Jupyter Notebooks (.ipynb) are the primary format and filtered out pure hype, keeping only the most practical, structured learning resources.
Here are the 10 repositories that will actually make you better at AI 👇
1. microsoft/generative-ai-for-beginners ⭐ ~105 k
Full repo for Microsoft’s Generative AI course with Jupyter notebooks and lessons on building GenAI apps.
🔗 https://t.co/kYbNYapApg
2. rasbt/LLMs-from-scratch ⭐ ~83 k
Educational implementation of GPT-style LLMs from scratch (code + notebooks).
🔗 https://t.co/wfWVRxm0ab
3. microsoft/ai-agents-for-beginners ⭐ ~49 k
Course on building agentic AI systems, tools, memory, planning, and workflows.
🔗 https://t.co/Dx0SaQnm3F
4. microsoft/ML-For-Beginners ⭐ ~83 k
Classic machine learning fundamentals curriculum (26 lessons).
🔗 https://t.co/ZdQUctcYFX
5. openai/openai-cookbook ⭐ ~71 k
Official OpenAI API examples, production-ready patterns, recipes, and demos in notebooks.
🔗 https://t.co/shhPvbpmnA
6. jackfrued/Python-100-Days ⭐ ~177 k
Intensive Python learning roadmap with 100 days of exercises/notebooks.
🔗 https://t.co/xGUZNhkwlz
7. pathwaycom/llm-app ⭐ ~54 k
RAG templates and real-world deployable LLM apps (prod-ready pipelines).
🔗 https://t.co/hU0mZ45Czk
8. jakevdp/PythonDataScienceHandbook ⭐ ~46 k
Foundational data science notebook collection (NumPy, Pandas, Matplotlib, Scikit-Learn).
🔗 https://t.co/wEboVo3HKM
9. CompVis/stable-diffusion ⭐ ~72 k
Original Stable Diffusion text-to-image model code (excellent learning material).
🔗 https://t.co/Kiteg9Ar4x
10. facebookresearch/segment-anything ⭐ ~53 k
Meta’s Segment Anything Model (SAM) for interactive image segmentation.
🔗 https://t.co/i78tc4AyGj
@ShukriyaBradost به نظرتون الان حزب نازی در آلمان اجازه داره نفس بکشه؟
بعضی از اپوزیسیون ها یا احزاب اصلا نباید حتی در دموکراتیک ترین کشورها اجازه ی فعالیت داشته باشن
هررررررررررررررررچی فیلم از جمعیت اعتراضات ایرانیان خارج کشور دیدید، بذارید کنار!
سر و ته جمعیت لندن نیم ساعت بود🤯🔥
سرعت فیلم رو ۱۰ برابر کردم، بازم کم آوردم!!
هممممممممه بچه شاهی با شعار:
#KingRezaPahlavi#R2PforIran
هر گوشه اینستاگرام رو که باز میکنی، هر اکانتی که میاد تو تایم لاین، هر پستی که باز میشه، عکس و ویدئوی جگرگوشه مادر یا پارهتن پدری رو میبینی که در خون خود خوابیده، هر هموطن الان جاویدنامی داره که میخواد صداشو به گوش دنیا برسونه. جنایتی که به بزرگترین خشم تاریخ تبدیل شده و روزگارتون رو به آتش میکشه، دور نیست.
#IranMassacre #IranRevolution2026 #DigitalBlackoutlran #R2PforIran
Good news!
Today I was granted another chance to speak in the podium of the European Parliament.
I wanted to use this opportunity to speak on behalf of the brave iranians, who live under the internet shut down at the moment.
I wanted to make the Members of European Parliament to imagine what the people in Iran are going through right now.
They risk their lives for a better future - because they know that this might be the best chance they will get in their lifetime.
This should tell enough for the EU.
Act now, or we risk losing an enormous opportunity to make the world a better place.
We saw the bodies in the morgue. We heard the survivors’ horror stories on our programme. And now, slowly, the videos from those fateful nights are coming through. Live ammunition. Light and heavy weapons. Foreigners brought in to take the lives of Iranian men, women, and children. The picture is now clear. This country is under occupation — and occupiers will be treated as occupiers.
Your sympathy is worthless to the people of Iran.
Sanctioning missile and drone industries does nothing for civilians being massacred in the streets.
Your only real choices are closing the Islamic Republic’s embassies and designating the IRGC as a terrorist organization.
Anything else is a nauseating performance to evade responsibility.
Today I am speaking to Ali Khamenei, the leader of the regime occupying Iran.
You are an anti-Iranian criminal.
You have neither honor nor humanity.
Your hands are stained with the blood of tens of thousands of Iranians.
With the blood of children...
Of youth...
Of the innocent...
You, your regime, and all of your mercenaries,
Will be held accountable
For every drop of blood you have spilled.
Without exception.
We will not forgive.
We will not forget.
We will not retreat.
Just as Nazi criminals were tried and punished in Nuremberg,
You and your accomplices will also be tried and punished
In the Iranian nation's court.
Your end is disgrace...
Eternal shame...
No crime goes unanswered.
Your name has been recorded.
The names of all those who ordered.
Those who carried out the orders.
And all of your accomplices.
There is no escape.
You will have nowhere to hide.
The murderers of the people of Iran
will have no immunity.
And you, the great nation of Iran...
My brave children...
My grieving yet steadfast sisters and brothers:
You are not alone.
Your resistance has changed history.
You stand on the front line of freedom.
And we...
We are closer than ever to the end of this regime.
This regime has cracked.
Its power has worn down.
Its collapse has begun.
Believe in yourselves.
In your unity.
In your courage.
In your greatness.
This regime can no longer silence our awakened and risen nation.
It cannot impose fear upon Iran.
This regime fears you and your power.
We will not allow our grief to turn into despair.
My compatriots,
The grief of losing Iran’s finest children is heavy.
But we will transform this grief into conscious rage...
And an unbreakable will...
Against Khamenei...
And all his domestic and foreign agents.
Be ready.
The moment to return to the streets will come.
Broader.
More powerful.
More determined than ever.
For the liberation of Tehran.
For the reclaiming of Iran.
The continuation of this struggle until final victory
Is not merely a national duty,
But a covenant with those who gave their lives on the path of freedom
With their dear, precious blood.
Their names will not be forgotten.
Not in history.
Not in our national memory.
Not in our hearts.
That day is not far...
The day we celebrate together the reclaiming of Iran,
And say with pride:
We stood.
We fought.
And we prevailed.
Long live Iran!
This is Iran.
They aren’t even wearing official military uniforms.
Their faces are masked.
They chant “Labbayk ya Khamenei” as they fire into homes.
Into the homes of foreign enemies?
No، into the homes of the rightful owners of this land.
This is an occupied Iran.