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Demis Hassabis says true AGI is a theoretical benchmark set by the human brain — the only proven architecture for general intelligence
Today’s models are impressive but inconsistent; anyone can find flaws within minutes. "Real AGI should be so strong that it would take experts months to spot a weakness"
🔆 t.me/techpsyche
Today’s models are impressive but inconsistent; anyone can find flaws within minutes. "Real AGI should be so strong that it would take experts months to spot a weakness"
🔆 t.me/techpsyche
You said you would start months ago.
Forwarded from Machine Learning Resources TP
📌 Roadmap to Master Machine Learning in 6 Steps
Whether you're just starting or looking to go pro in ML, this roadmap will keep you on track:
1️⃣ Learn the Fundamentals
Build a math foundation (algebra, calculus, stats) + Python + libraries like NumPy & Pandas
2️⃣ Learn Essential ML Concepts
Start with supervised learning (regression, classification), then unsupervised learning (K-Means, PCA)
3️⃣ Understand Data Handling
Clean, transform, and visualize data effectively using summary stats & feature engineering
4️⃣ Explore Advanced Techniques
Delve into ensemble methods, CNNs, deep learning, and NLP fundamentals
5️⃣ Learn Model Deployment
Use Flask, FastAPI, and cloud platforms (AWS, GCP) for scalable deployment
6️⃣ Build Projects & Network
Participate in Kaggle, create portfolio projects, and connect with the ML community
🚀 Start your journey now with top-rated ML & AI courses here:
https://t.me/mlresourcestp
Join Our WhatsApp Channel:
https://whatsapp.com/channel/0029VahGttK5a24AXAJDjm2R
Whether you're just starting or looking to go pro in ML, this roadmap will keep you on track:
1️⃣ Learn the Fundamentals
Build a math foundation (algebra, calculus, stats) + Python + libraries like NumPy & Pandas
2️⃣ Learn Essential ML Concepts
Start with supervised learning (regression, classification), then unsupervised learning (K-Means, PCA)
3️⃣ Understand Data Handling
Clean, transform, and visualize data effectively using summary stats & feature engineering
4️⃣ Explore Advanced Techniques
Delve into ensemble methods, CNNs, deep learning, and NLP fundamentals
5️⃣ Learn Model Deployment
Use Flask, FastAPI, and cloud platforms (AWS, GCP) for scalable deployment
6️⃣ Build Projects & Network
Participate in Kaggle, create portfolio projects, and connect with the ML community
🚀 Start your journey now with top-rated ML & AI courses here:
https://t.me/mlresourcestp
Join Our WhatsApp Channel:
https://whatsapp.com/channel/0029VahGttK5a24AXAJDjm2R
❤1
New Linux Flaws Allow Password Hash Theft via Core Dumps in Ubuntu, RHEL, Fedora
Linux vulnerabilities CVE-2025-5054 and CVE-2025-4598 let local attackers extract sensitive data via SUID core dumps.
The Hacker News | thehackernews .com • May 31, 2025
💡 t.me/zerotrusthackers
Linux vulnerabilities CVE-2025-5054 and CVE-2025-4598 let local attackers extract sensitive data via SUID core dumps.
The Hacker News | thehackernews .com • May 31, 2025
💡 t.me/zerotrusthackers
Forwarded from JavaScript Resources | Libraries & Frameweorks| React Js|Node Js|Vue Js|Express|Angular|jQuery
React libraries for Building Forms and Surveys
While building forms in React can be straightforward, managing them can become complex. For example, without relying on a form library, a developer has to:
- Handle validation
- Handle Submissions
- Consider performance
To mitigate challenges like these, we can use a form library to handle most of the heavy lifting for us. Here are a few popular form libraries in the React ecosystem 👇
React Libraries for Forms & Surveys
While building forms in React can be straightforward, managing them can become complex. For example, without relying on a form library, a developer has to:
- Handle validation
- Handle Submissions
- Consider performance
To mitigate challenges like these, we can use a form library to handle most of the heavy lifting for us. Here are a few popular form libraries in the React ecosystem 👇
React Libraries for Forms & Surveys
🇺🇸 Congress wants AI chips to phone home
Lawmakers want every AI chip sold overseas to come with built-in tracking. The plan? Force companies like Nvidia to make their chips report where they are, who’s using them, and if anyone even thinks about tampering.
It’s called the Chip Security Act, and yes, it has bipartisan support. Basically, the U.S. wants every exported chip to phone home... forever
🔆 Powered by Tech Psyche
Lawmakers want every AI chip sold overseas to come with built-in tracking. The plan? Force companies like Nvidia to make their chips report where they are, who’s using them, and if anyone even thinks about tampering.
It’s called the Chip Security Act, and yes, it has bipartisan support. Basically, the U.S. wants every exported chip to phone home... forever
🔆 Powered by Tech Psyche
❤1
This channels are for Programmers, Coders, Software Engineers.
0️⃣ Python
1️⃣ Data Science
2️⃣ Machine Learning
3️⃣ Data Analysis & Visualization
4️⃣ Artificial Intelligence
5️⃣ Blockchain
6️⃣ Statistics
7️⃣ Deep Learning
8️⃣ Programming & Design
9️⃣ Cyber Security
🔟 Tech Jobs
👉 https://t.me/addlist/du5HOxSLF-NkMTFk
🟢 https://t.me/techpsyche
0️⃣ Python
1️⃣ Data Science
2️⃣ Machine Learning
3️⃣ Data Analysis & Visualization
4️⃣ Artificial Intelligence
5️⃣ Blockchain
6️⃣ Statistics
7️⃣ Deep Learning
8️⃣ Programming & Design
9️⃣ Cyber Security
🔟 Tech Jobs
👉 https://t.me/addlist/du5HOxSLF-NkMTFk
🟢 https://t.me/techpsyche
❤1
DeepSeek-R1-0528 is here!
🔹 Improved benchmark performance
🔹 Enhanced front-end capabilities
🔹 Reduced hallucinations
🔹 Supports JSON output & function calling
✅ Try it now: https://chat.deepseek.com
🔆 t.me/techpsyche
🔹 Improved benchmark performance
🔹 Enhanced front-end capabilities
🔹 Reduced hallucinations
🔹 Supports JSON output & function calling
✅ Try it now: https://chat.deepseek.com
🔆 t.me/techpsyche
┌✅Insurance Doodles Icon
├🎨 illustrations - 📱 | 📱
├💵 Price: $15
├🌐 Link
└ #illustrations
📥Free Download 👉 https://t.me/designresourcestp/115
├🎨 illustrations - 📱 | 📱
├💵 Price: $15
├🌐 Link
└ #illustrations
📥Free Download 👉 https://t.me/designresourcestp/115
Remote Cloud Security Engineer Job at XM
- The main role is ensuring the information security of our business.
- You will be working in a team that is designing and building resilient and secure Cloud environments that proactively prevent security threats.
Apply Here:
https://kenyatrends.co.ke/r47v
Global Tech Jobs Here👇
https://t.me/jobsourceglobal
SHARE WITH YOUR FRIENDS🥳🥳
#remote
- The main role is ensuring the information security of our business.
- You will be working in a team that is designing and building resilient and secure Cloud environments that proactively prevent security threats.
Apply Here:
https://kenyatrends.co.ke/r47v
Global Tech Jobs Here👇
https://t.me/jobsourceglobal
SHARE WITH YOUR FRIENDS🥳🥳
#remote
50 Linux commands for our day-to-day work:
1. ls - List directory contents.
2. pwd - Display current directory path.
3. cd - Change directory.
4. mkdir - Create a new directory.
5. mv - Move or rename files.
6. cp - Copy files.
7. rm - Delete files.
8. touch - Create an empty file.
9. rmdir - Remove directory.
10. cat - Display file content.
11. clear - Clear terminal screen.
12. echo - Output text or data to a file.
13. less - View text files page-by-page.
14. man - Display command manual.
15. sudo - Execute commands with root privileges.
16. top - Show system processes.
17. tar - Archive files into tarball.
18. grep - Search for text within files.
19. head - Display file's beginning lines.
20. tail - Show file's ending lines.
21. diff - Compare two files' content.
22. kill - Terminate processes.
23. jobs - List active jobs.
24. sort - Sort lines of a text file.
25. df - Display disk usage.
26. du - Show file or directory size.
27. zip - Compress files into zip format.
28. unzip - Extract zip archives.
29. ssh - Secure connection between hosts.
30. cal - Display calendar.
31. apt - Manage packages.
32. alias - Create command shortcuts.
33. w - Show current user details.
34. whereis - Locate binaries, sources, and manuals.
35. whatis - Provide command description.
36. useradd - Add a new user.
37. passwd - Change user password.
38. whoami - Display current user name.
39. uptime - Show system runtime.
40. free - Display memory status.
41. history - List command history.
42. uname - Provide system details.
43. ping - Check network connectivity.
44. chmod - Modify file/directory permissions.
45. chown - Change file/directory owner.
46. find - Search for files/directories.
47. locate - Find files quickly.
48. ifconfig - Display network interfaces.
49. ip a - List network interfaces succinctly.
50. finger - Retrieve user information.
Honeypot Explained: https://t.me/zerotrusthackers/16
OTP Tokens: https://t.me/zerotrusthackers/42
WhatsApp Channel👇
https://whatsapp.com/channel/0029VaxVv551iUxRku094918
1. ls - List directory contents.
2. pwd - Display current directory path.
3. cd - Change directory.
4. mkdir - Create a new directory.
5. mv - Move or rename files.
6. cp - Copy files.
7. rm - Delete files.
8. touch - Create an empty file.
9. rmdir - Remove directory.
10. cat - Display file content.
11. clear - Clear terminal screen.
12. echo - Output text or data to a file.
13. less - View text files page-by-page.
14. man - Display command manual.
15. sudo - Execute commands with root privileges.
16. top - Show system processes.
17. tar - Archive files into tarball.
18. grep - Search for text within files.
19. head - Display file's beginning lines.
20. tail - Show file's ending lines.
21. diff - Compare two files' content.
22. kill - Terminate processes.
23. jobs - List active jobs.
24. sort - Sort lines of a text file.
25. df - Display disk usage.
26. du - Show file or directory size.
27. zip - Compress files into zip format.
28. unzip - Extract zip archives.
29. ssh - Secure connection between hosts.
30. cal - Display calendar.
31. apt - Manage packages.
32. alias - Create command shortcuts.
33. w - Show current user details.
34. whereis - Locate binaries, sources, and manuals.
35. whatis - Provide command description.
36. useradd - Add a new user.
37. passwd - Change user password.
38. whoami - Display current user name.
39. uptime - Show system runtime.
40. free - Display memory status.
41. history - List command history.
42. uname - Provide system details.
43. ping - Check network connectivity.
44. chmod - Modify file/directory permissions.
45. chown - Change file/directory owner.
46. find - Search for files/directories.
47. locate - Find files quickly.
48. ifconfig - Display network interfaces.
49. ip a - List network interfaces succinctly.
50. finger - Retrieve user information.
Honeypot Explained: https://t.me/zerotrusthackers/16
OTP Tokens: https://t.me/zerotrusthackers/42
WhatsApp Channel👇
https://whatsapp.com/channel/0029VaxVv551iUxRku094918
❤2
Forwarded from JavaScript Resources | Libraries & Frameweorks| React Js|Node Js|Vue Js|Express|Angular|jQuery
JavaScript isn't easy!
It’s the art of breathing life into web applications.
To truly master JavaScript, focus on these vital areas:
0. Understanding the Basics: Master core concepts like variables, data types, and functions.
1. Exploring ES6 and Beyond: Modern JavaScript features make coding simpler and more powerful.
2. Manipulating the DOM: Control the structure and behavior of web pages dynamically.
3. Mastering Asynchronous Programming: Handle promises, callbacks, and async/await like a pro.
4. Working with APIs: Fetching data efficiently is the heart of modern apps.
5. Learning Frameworks and Libraries: Tools like React, Vue, or Angular accelerate development.
6. Debugging and Error Handling: Spot and fix issues to keep your code running smoothly.
7. Optimizing Performance: Write efficient, clean, and fast code for better user experiences.
8. Building Reusable Components: Don’t reinvent the wheel—modular code saves time.
9. Staying Updated with Trends: JavaScript evolves constantly—stay ahead of the curve.
JavaScript is more than a language—it’s an ecosystem of infinite possibilities.
💡 Embrace the learning curve, solve problems, and create experiences users will love.
⏳ Mastery takes time, but with persistence, JavaScript can be your ultimate superpower!
ENJOY LEARNING 👍👍
Websites to Practice JavaScript
https://t.me/javascriptresourcestp/451
GitHub repos for JS Devs
https://t.me/javascriptresourcestp/442
Do not forget to React ❤️ to this Message for More Content Like this
Thanks All For Joining❤️🙏
More Resources on this WhatsApp Channel
https://whatsapp.com/channel/0029VahGttK5a24AXAJDjm2R
It’s the art of breathing life into web applications.
To truly master JavaScript, focus on these vital areas:
0. Understanding the Basics: Master core concepts like variables, data types, and functions.
1. Exploring ES6 and Beyond: Modern JavaScript features make coding simpler and more powerful.
2. Manipulating the DOM: Control the structure and behavior of web pages dynamically.
3. Mastering Asynchronous Programming: Handle promises, callbacks, and async/await like a pro.
4. Working with APIs: Fetching data efficiently is the heart of modern apps.
5. Learning Frameworks and Libraries: Tools like React, Vue, or Angular accelerate development.
6. Debugging and Error Handling: Spot and fix issues to keep your code running smoothly.
7. Optimizing Performance: Write efficient, clean, and fast code for better user experiences.
8. Building Reusable Components: Don’t reinvent the wheel—modular code saves time.
9. Staying Updated with Trends: JavaScript evolves constantly—stay ahead of the curve.
JavaScript is more than a language—it’s an ecosystem of infinite possibilities.
💡 Embrace the learning curve, solve problems, and create experiences users will love.
⏳ Mastery takes time, but with persistence, JavaScript can be your ultimate superpower!
ENJOY LEARNING 👍👍
Websites to Practice JavaScript
https://t.me/javascriptresourcestp/451
GitHub repos for JS Devs
https://t.me/javascriptresourcestp/442
Do not forget to React ❤️ to this Message for More Content Like this
Thanks All For Joining❤️🙏
More Resources on this WhatsApp Channel
https://whatsapp.com/channel/0029VahGttK5a24AXAJDjm2R
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Anthropic is adding a voice mode to Claude mobile, providing English-speaking users with:
— Five voice personalities to interact with Claude Sonnet 4
— Real-time transcription of chats
— 20-30 voice messages for free users
— Higher usage for paid users
🔆 Powered by Tech Psyche
— Five voice personalities to interact with Claude Sonnet 4
— Real-time transcription of chats
— 20-30 voice messages for free users
— Higher usage for paid users
🔆 Powered by Tech Psyche
Forwarded from Web Development Resources TP
🔰 Backend Development Roadmap 2025
├── 🧠 Understanding Client-Server Architecture
├── ⚙️ HTTP, HTTPS, REST, and WebSockets
├── 🗄 Databases (SQL vs NoSQL)
├── 🔐 Authentication & Authorization (Sessions, Tokens, OAuth)
├── 🧩 Building RESTful APIs
├── 📦 Caching (Redis, CDN concepts)
├── 🔁 Background Jobs & Queues (e.g., BullMQ, Celery)
├── 🧪 Mini Project: URL Shortener Service
├── 🛠 API Rate Limiting, Pagination, Filtering
├── 🧪 Mini Project: File Upload API with Role-Based Access
├── 🧱 Design Patterns in Backend (Factory, Singleton, Middleware)
├── 🧪 Mini Project: E-commerce Backend (Cart + Orders + Auth)
├── ⚖️ Load Balancing & Scalability Concepts
├── 📜 API Documentation (Swagger, Postman)
├── ☁️ Deployment (CI/CD, Docker, Cloud Basics)
Build Powerful Apps with BackEnd👇
https://t.me/webdevresourcestp/94
├── 🧠 Understanding Client-Server Architecture
├── ⚙️ HTTP, HTTPS, REST, and WebSockets
├── 🗄 Databases (SQL vs NoSQL)
├── 🔐 Authentication & Authorization (Sessions, Tokens, OAuth)
├── 🧩 Building RESTful APIs
├── 📦 Caching (Redis, CDN concepts)
├── 🔁 Background Jobs & Queues (e.g., BullMQ, Celery)
├── 🧪 Mini Project: URL Shortener Service
├── 🛠 API Rate Limiting, Pagination, Filtering
├── 🧪 Mini Project: File Upload API with Role-Based Access
├── 🧱 Design Patterns in Backend (Factory, Singleton, Middleware)
├── 🧪 Mini Project: E-commerce Backend (Cart + Orders + Auth)
├── ⚖️ Load Balancing & Scalability Concepts
├── 📜 API Documentation (Swagger, Postman)
├── ☁️ Deployment (CI/CD, Docker, Cloud Basics)
Build Powerful Apps with BackEnd👇
https://t.me/webdevresourcestp/94