Cybersecurity Roadmap ๐
๐ Networking Basics
โโ๐ OS Basics
โโโ๐ Scripting Skills
โโโโ๐ Security Core
โโโโโ๐ Threat Intel
โโโโโโ๐ Pen Testing
โโโโโโโ๐ Incident Ops
โโโโโโโโ๐ Cloud Sec
โโโโโโโโโ๐ Do Lab
โโโโโโโโโโ โ Job
Free Resources: https://whatsapp.com/channel/0029VancSnGG8l5KQYOOyL1T
Like for more โค๏ธ
๐ Networking Basics
โโ๐ OS Basics
โโโ๐ Scripting Skills
โโโโ๐ Security Core
โโโโโ๐ Threat Intel
โโโโโโ๐ Pen Testing
โโโโโโโ๐ Incident Ops
โโโโโโโโ๐ Cloud Sec
โโโโโโโโโ๐ Do Lab
โโโโโโโโโโ โ Job
Free Resources: https://whatsapp.com/channel/0029VancSnGG8l5KQYOOyL1T
Like for more โค๏ธ
โค10
The program for the 10th AI Journey 2025 international conference has been unveiled: scientists, visionaries, and global AI practitioners will come together on one stage. Here, you will hear the voices of those who don't just believe in the futureโthey are creating it!
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus from around the world!
On the first day of the conference, November 19, we will talk about how AI is already being used in various areas of life, helping to unlock human potential for the future and changing creative industries, and what impact it has on humans and on a sustainable future.
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today!
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus from around the world!
On the first day of the conference, November 19, we will talk about how AI is already being used in various areas of life, helping to unlock human potential for the future and changing creative industries, and what impact it has on humans and on a sustainable future.
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today!
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
โค2
โ
How to Apply for Cybersecurity Jobs (Step-by-Step Guide) ๐๐ผ
๐น 1. Learn the Core Skills
โฆ Networking basics (TCP/IP, DNS, firewalls)
โฆ Operating systems (Windows, Linux security)
โฆ Security concepts: CIA triad, encryption, threats
โฆ Tools: Wireshark, Nmap, Burp Suite, Metasploit
๐น 2. Get Certified (Optional but Helpful)
โฆ Beginner: CompTIA Security+
โฆ Intermediate: CEH (Certified Ethical Hacker), CySA+
โฆ Advanced: OSCP, CISSP
๐น 3. Build a Cybersecurity Portfolio
โฆ Document CTF (Capture The Flag) writeups
โฆ Show vulnerability assessments on test environments
โฆ Host your work on GitHub or a personal blog
๐น 4. Polish Your Resume
โฆ Highlight tools, labs, and certifications
โฆ Mention practical skills:
โPerformed vulnerability scanning using Nessus on test networkโ
โฆ Add GitHub, blog, and LinkedIn links
๐น 5. Build Your LinkedIn & Online Presence
โฆ Headline: โCybersecurity Enthusiast | Security+ Certified | Ethical Hacking Learnerโ
โฆ Share insights, challenges solved, tools explored
โฆ Join communities (TryHackMe, Hack The Box, Reddit - r/cybersecurity)
๐น 6. Apply on the Right Platforms
โฆ General: LinkedIn, Indeed, Glassdoor
โฆ Cybersecurity-Focused:
โฆ Bug bounty platforms: HackerOne, Bugcrowd
โฆ Entry jobs on CyberSecJobs, InfoSec Jobs
โฆ Internshala (for students/freshers)
๐น 7. Prepare for Interviews
โฆ Basics of security, networking, malware, encryption
โฆ Know common attack types (SQLi, XSS, phishing)
โฆ Be ready for scenario-based questions
โฆ Practice with mock interviews & labs (TryHackMe, HTB)
๐ก Bonus:
โฆ Participate in CTFs and bug bounty programs
โฆ Follow cybersecurity news (KrebsOnSecurity, ThreatPost)
โฆ Stay ethical โ always test in legal environments
๐ง Tip: Employers look for curiosity, problem-solving, and hands-on skills. Start small, stay consistent!
๐น 1. Learn the Core Skills
โฆ Networking basics (TCP/IP, DNS, firewalls)
โฆ Operating systems (Windows, Linux security)
โฆ Security concepts: CIA triad, encryption, threats
โฆ Tools: Wireshark, Nmap, Burp Suite, Metasploit
๐น 2. Get Certified (Optional but Helpful)
โฆ Beginner: CompTIA Security+
โฆ Intermediate: CEH (Certified Ethical Hacker), CySA+
โฆ Advanced: OSCP, CISSP
๐น 3. Build a Cybersecurity Portfolio
โฆ Document CTF (Capture The Flag) writeups
โฆ Show vulnerability assessments on test environments
โฆ Host your work on GitHub or a personal blog
๐น 4. Polish Your Resume
โฆ Highlight tools, labs, and certifications
โฆ Mention practical skills:
โPerformed vulnerability scanning using Nessus on test networkโ
โฆ Add GitHub, blog, and LinkedIn links
๐น 5. Build Your LinkedIn & Online Presence
โฆ Headline: โCybersecurity Enthusiast | Security+ Certified | Ethical Hacking Learnerโ
โฆ Share insights, challenges solved, tools explored
โฆ Join communities (TryHackMe, Hack The Box, Reddit - r/cybersecurity)
๐น 6. Apply on the Right Platforms
โฆ General: LinkedIn, Indeed, Glassdoor
โฆ Cybersecurity-Focused:
โฆ Bug bounty platforms: HackerOne, Bugcrowd
โฆ Entry jobs on CyberSecJobs, InfoSec Jobs
โฆ Internshala (for students/freshers)
๐น 7. Prepare for Interviews
โฆ Basics of security, networking, malware, encryption
โฆ Know common attack types (SQLi, XSS, phishing)
โฆ Be ready for scenario-based questions
โฆ Practice with mock interviews & labs (TryHackMe, HTB)
๐ก Bonus:
โฆ Participate in CTFs and bug bounty programs
โฆ Follow cybersecurity news (KrebsOnSecurity, ThreatPost)
โฆ Stay ethical โ always test in legal environments
๐ง Tip: Employers look for curiosity, problem-solving, and hands-on skills. Start small, stay consistent!
โค15
Cybersecurity Roadmap
|
|-- Fundamentals
| |-- Introduction to Cybersecurity
| | |-- Importance and Principles of Cybersecurity
| | |-- Types of Cybersecurity (Network, Information, Application, Cloud, etc.)
| | |-- Cybersecurity Threat Landscape (Malware, Phishing, Ransomware, etc.)
| |-- Network Security
| | |-- Firewalls and VPNs
| | |-- Intrusion Detection Systems (IDS)
| | |-- Intrusion Prevention Systems (IPS)
| | |-- Network Access Control
|
|-- Threats and Vulnerabilities
| |-- Types of Cyber Threats
| | |-- Malware (Viruses, Worms, Trojans, etc.)
| | |-- Phishing and Social Engineering
| | |-- Denial of Service (DoS) Attacks
| | |-- Insider Threats
| |-- Vulnerability Assessment
| | |-- Vulnerability Scanning
| | |-- Penetration Testing (Ethical Hacking)
| | |-- Security Audits and Assessments
|
|-- Encryption and Cryptography
| |-- Introduction to Cryptography
| | |-- Symmetric and Asymmetric Encryption
| | |-- Hashing Algorithms (SHA, MD5, etc.)
| | |-- Public Key Infrastructure (PKI)
| |-- Encryption Protocols
| | |-- SSL/TLS
| | |-- IPsec
|
|-- Identity and Access Management (IAM)
| |-- Authentication Mechanisms
| | |-- Password Policies and Multi-Factor Authentication (MFA)
| | |-- Biometric Authentication
| |-- Access Control Models
| | |-- Role-Based Access Control (RBAC)
| | |-- Attribute-Based Access Control (ABAC)
| | |-- Mandatory Access Control (MAC)
|
|-- Incident Response and Forensics
| |-- Incident Response Process
| | |-- Detection, Containment, Eradication, Recovery
| | |-- Incident Response Teams (CSIRT)
| |-- Digital Forensics
| | |-- Evidence Collection and Preservation
| | |-- Data Recovery
| | |-- Forensic Tools (Autopsy, EnCase, etc.)
|
|-- Security Operations
| |-- Security Monitoring
| | |-- Security Information and Event Management (SIEM)
| | |-- Log Management and Analysis
| | |-- Threat Intelligence
| |-- Security Operations Center (SOC)
| | |-- SOC Roles and Responsibilities
| | |-- Incident Management
|
|-- Cloud Security
| |-- Cloud Security Principles
| | |-- Shared Responsibility Model
| | |-- Data Protection in Cloud Environments
| |-- Cloud Security Tools
| | |-- Cloud Access Security Brokers (CASB)
| | |-- Security in Cloud Platforms (AWS, Azure, Google Cloud)
|
|-- Application Security
| |-- Secure Software Development
| | |-- Secure Coding Practices
| | |-- Software Development Life Cycle (SDLC)
| | |-- Secure Code Reviews
| |-- Web Application Security
| | |-- OWASP Top 10
| | |-- SQL Injection, Cross-Site Scripting (XSS), CSRF
|
|-- Compliance and Regulations
| |-- Cybersecurity Standards
| | |-- ISO/IEC 27001, NIST Cybersecurity Framework
| | |-- CIS Controls, SOC 2
| |-- Data Privacy Regulations
| | |-- GDPR
| | |-- HIPAA, CCPA, PCI DSS
|
|-- Advanced Topics
| |-- Advanced Persistent Threats (APT)
| | |-- Detection and Mitigation
| | |-- Threat Hunting
| |-- Blockchain Security
| | |-- Cryptographic Principles
| | |-- Smart Contracts and Security
| |-- IoT Security
| | |-- Securing IoT Devices
| | |-- Network Segmentation for IoT
|
|-- Emerging Trends
| |-- AI and Machine Learning in Cybersecurity
| | |-- AI-Based Threat Detection
| | |-- Automating Incident Response
| |-- Zero Trust Architecture
| | |-- Principles of Zero Trust
| | |-- Implementing Zero Trust in an Organization
|
|-- Soft Skills
| |-- Communication and Collaboration
| | |-- Reporting Security Incidents
| | |-- Collaboration with Other Departments
| |-- Ethical Hacking
| | |-- Red Teaming and Blue Teaming
| | |-- Bug Bounty Programs
Free CyberSecurity Course For FREE
Link 1 :https://bit.ly/3pXTXBZ
Link 2 :https://bit.ly/3NV6n5S
link 3 :https://bit.ly/3BfUukD
link 4 :https://bit.ly/3OiMUNC
link 5 :https://bit.ly/46Ltbxk
Join @free4unow_backup for more free resources.
ENJOY LEARNING ๐๐
#cybersecurity
|
|-- Fundamentals
| |-- Introduction to Cybersecurity
| | |-- Importance and Principles of Cybersecurity
| | |-- Types of Cybersecurity (Network, Information, Application, Cloud, etc.)
| | |-- Cybersecurity Threat Landscape (Malware, Phishing, Ransomware, etc.)
| |-- Network Security
| | |-- Firewalls and VPNs
| | |-- Intrusion Detection Systems (IDS)
| | |-- Intrusion Prevention Systems (IPS)
| | |-- Network Access Control
|
|-- Threats and Vulnerabilities
| |-- Types of Cyber Threats
| | |-- Malware (Viruses, Worms, Trojans, etc.)
| | |-- Phishing and Social Engineering
| | |-- Denial of Service (DoS) Attacks
| | |-- Insider Threats
| |-- Vulnerability Assessment
| | |-- Vulnerability Scanning
| | |-- Penetration Testing (Ethical Hacking)
| | |-- Security Audits and Assessments
|
|-- Encryption and Cryptography
| |-- Introduction to Cryptography
| | |-- Symmetric and Asymmetric Encryption
| | |-- Hashing Algorithms (SHA, MD5, etc.)
| | |-- Public Key Infrastructure (PKI)
| |-- Encryption Protocols
| | |-- SSL/TLS
| | |-- IPsec
|
|-- Identity and Access Management (IAM)
| |-- Authentication Mechanisms
| | |-- Password Policies and Multi-Factor Authentication (MFA)
| | |-- Biometric Authentication
| |-- Access Control Models
| | |-- Role-Based Access Control (RBAC)
| | |-- Attribute-Based Access Control (ABAC)
| | |-- Mandatory Access Control (MAC)
|
|-- Incident Response and Forensics
| |-- Incident Response Process
| | |-- Detection, Containment, Eradication, Recovery
| | |-- Incident Response Teams (CSIRT)
| |-- Digital Forensics
| | |-- Evidence Collection and Preservation
| | |-- Data Recovery
| | |-- Forensic Tools (Autopsy, EnCase, etc.)
|
|-- Security Operations
| |-- Security Monitoring
| | |-- Security Information and Event Management (SIEM)
| | |-- Log Management and Analysis
| | |-- Threat Intelligence
| |-- Security Operations Center (SOC)
| | |-- SOC Roles and Responsibilities
| | |-- Incident Management
|
|-- Cloud Security
| |-- Cloud Security Principles
| | |-- Shared Responsibility Model
| | |-- Data Protection in Cloud Environments
| |-- Cloud Security Tools
| | |-- Cloud Access Security Brokers (CASB)
| | |-- Security in Cloud Platforms (AWS, Azure, Google Cloud)
|
|-- Application Security
| |-- Secure Software Development
| | |-- Secure Coding Practices
| | |-- Software Development Life Cycle (SDLC)
| | |-- Secure Code Reviews
| |-- Web Application Security
| | |-- OWASP Top 10
| | |-- SQL Injection, Cross-Site Scripting (XSS), CSRF
|
|-- Compliance and Regulations
| |-- Cybersecurity Standards
| | |-- ISO/IEC 27001, NIST Cybersecurity Framework
| | |-- CIS Controls, SOC 2
| |-- Data Privacy Regulations
| | |-- GDPR
| | |-- HIPAA, CCPA, PCI DSS
|
|-- Advanced Topics
| |-- Advanced Persistent Threats (APT)
| | |-- Detection and Mitigation
| | |-- Threat Hunting
| |-- Blockchain Security
| | |-- Cryptographic Principles
| | |-- Smart Contracts and Security
| |-- IoT Security
| | |-- Securing IoT Devices
| | |-- Network Segmentation for IoT
|
|-- Emerging Trends
| |-- AI and Machine Learning in Cybersecurity
| | |-- AI-Based Threat Detection
| | |-- Automating Incident Response
| |-- Zero Trust Architecture
| | |-- Principles of Zero Trust
| | |-- Implementing Zero Trust in an Organization
|
|-- Soft Skills
| |-- Communication and Collaboration
| | |-- Reporting Security Incidents
| | |-- Collaboration with Other Departments
| |-- Ethical Hacking
| | |-- Red Teaming and Blue Teaming
| | |-- Bug Bounty Programs
Free CyberSecurity Course For FREE
Link 1 :https://bit.ly/3pXTXBZ
Link 2 :https://bit.ly/3NV6n5S
link 3 :https://bit.ly/3BfUukD
link 4 :https://bit.ly/3OiMUNC
link 5 :https://bit.ly/46Ltbxk
Join @free4unow_backup for more free resources.
ENJOY LEARNING ๐๐
#cybersecurity
โค9๐2
Tune in to the 10th AI Journey 2025 international conference: scientists, visionaries, and global AI practitioners will come together on one stage. Here, you will hear the voices of those who don't just believe in the futureโthey are creating it!
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus! Do you agree with their predictions about AI?
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today! The day's program includes presentations by scientists from around the world:
- Ajit Abraham (Sai University, India) will present on โGenerative AI in Healthcareโ
- Nebojลกa Baฤanin Dลพakula (Singidunum University, Serbia) will talk about the latest advances in bio-inspired metaheuristics
- AIexandre Ferreira Ramos (University of Sรฃo Paulo, Brazil) will present his work on using thermodynamic models to study the regulatory logic of transcriptional control at the DNA level
- Anderson Rocha (University of Campinas, Brazil) will give a presentation entitled โAI in the New Era: From Basics to Trends, Opportunities, and Global Cooperationโ.
And in the special AIJ Junior track, we will talk about how AI helps us learn, create and ride the wave with AI.
The day will conclude with an award ceremony for the winners of the AI Challenge for aspiring data scientists and the AIJ Contest for experienced AI specialists. The results of an open selection of AIJ Science research papers will be announced.
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus! Do you agree with their predictions about AI?
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today! The day's program includes presentations by scientists from around the world:
- Ajit Abraham (Sai University, India) will present on โGenerative AI in Healthcareโ
- Nebojลกa Baฤanin Dลพakula (Singidunum University, Serbia) will talk about the latest advances in bio-inspired metaheuristics
- AIexandre Ferreira Ramos (University of Sรฃo Paulo, Brazil) will present his work on using thermodynamic models to study the regulatory logic of transcriptional control at the DNA level
- Anderson Rocha (University of Campinas, Brazil) will give a presentation entitled โAI in the New Era: From Basics to Trends, Opportunities, and Global Cooperationโ.
And in the special AIJ Junior track, we will talk about how AI helps us learn, create and ride the wave with AI.
The day will conclude with an award ceremony for the winners of the AI Challenge for aspiring data scientists and the AIJ Contest for experienced AI specialists. The results of an open selection of AIJ Science research papers will be announced.
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
โค5
๐ Cybersecurity Roadmap
1๏ธโฃ Networking & OS ๐๐ฅ๏ธ: Learn TCP/IP, DNS, HTTP, Linux, and Windows security.
2๏ธโฃ Cyber Threats ๐จโ ๏ธ: Understand Malware, Phishing, DDoS, and Social Engineering.
3๏ธโฃ Cryptography ๐๐: Study AES, RSA, Hashing, and SSL/TLS.
4๏ธโฃ Ethical Hacking ๐ดโโ ๏ธ๐ต๏ธโโ๏ธ: Master tools like Kali Linux, Nmap, and Metasploit.
5๏ธโฃ Web Security ๐๐: Learn SQL Injection, XSS, and CSRF protection.
6๏ธโฃ Digital Forensics ๐ต๏ธ๐: Work with SIEM, Log Analysis, and Memory Forensics.
7๏ธโฃ Cloud Security โ๏ธ๐ก๏ธ: Secure AWS, Azure, and GCP.
8๏ธโฃ Compliance ๐๐๏ธ: Understand NIST, ISO 27001, and GDPR.
9๏ธโฃ Career Paths ๐๐ผ: Choose roles like Penetration Tester, SOC Analyst, or Security Engineer.
๐ Practice & Certifications ๐๐: Train with TryHackMe, HackTheBox, and get certified (Security+, CEH).
1๏ธโฃ Networking & OS ๐๐ฅ๏ธ: Learn TCP/IP, DNS, HTTP, Linux, and Windows security.
2๏ธโฃ Cyber Threats ๐จโ ๏ธ: Understand Malware, Phishing, DDoS, and Social Engineering.
3๏ธโฃ Cryptography ๐๐: Study AES, RSA, Hashing, and SSL/TLS.
4๏ธโฃ Ethical Hacking ๐ดโโ ๏ธ๐ต๏ธโโ๏ธ: Master tools like Kali Linux, Nmap, and Metasploit.
5๏ธโฃ Web Security ๐๐: Learn SQL Injection, XSS, and CSRF protection.
6๏ธโฃ Digital Forensics ๐ต๏ธ๐: Work with SIEM, Log Analysis, and Memory Forensics.
7๏ธโฃ Cloud Security โ๏ธ๐ก๏ธ: Secure AWS, Azure, and GCP.
8๏ธโฃ Compliance ๐๐๏ธ: Understand NIST, ISO 27001, and GDPR.
9๏ธโฃ Career Paths ๐๐ผ: Choose roles like Penetration Tester, SOC Analyst, or Security Engineer.
๐ Practice & Certifications ๐๐: Train with TryHackMe, HackTheBox, and get certified (Security+, CEH).
โค9๐4
๐ฅ Cybersecurity Project Ideas ๐ฅ
๐ฏ Password Strength Auditor
๐ฏ Network Port Scanner (Lite)
๐ฏ Hash Cracker Trainer (MD5/SHA)
๐ฏ Log Anomaly Detector
๐ฏ Secure File Encryption Tool
๐ฏ Phishing URL Classifier
๐ฏ 2FA Token Generator
๐ฏ Simple IDS (Intrusion Detection)
๐ฏ Wi-Fi Attack Simulator
๐ฏ JWT Token Inspector
๐ฏ Malware Signature Lookup Tool
๐ฏ Password Strength Auditor
๐ฏ Network Port Scanner (Lite)
๐ฏ Hash Cracker Trainer (MD5/SHA)
๐ฏ Log Anomaly Detector
๐ฏ Secure File Encryption Tool
๐ฏ Phishing URL Classifier
๐ฏ 2FA Token Generator
๐ฏ Simple IDS (Intrusion Detection)
๐ฏ Wi-Fi Attack Simulator
๐ฏ JWT Token Inspector
๐ฏ Malware Signature Lookup Tool
โค9๐1
5 Debugging Tips Every Developer Should Know ๐
1๏ธโฃ Reproduce the bug consistently
2๏ธโฃ Read error messages carefully
3๏ธโฃ Use print/log statements strategically
4๏ธโฃ Break the problem into smaller parts
5๏ธโฃ Use a debugger or breakpoints
React โค๏ธ For More
1๏ธโฃ Reproduce the bug consistently
2๏ธโฃ Read error messages carefully
3๏ธโฃ Use print/log statements strategically
4๏ธโฃ Break the problem into smaller parts
5๏ธโฃ Use a debugger or breakpoints
React โค๏ธ For More
โค7๐2
Top 9 websites for practicing algorithms and Data structure.
โ https://www.hackerrank.com/
โ https://leetcode.com/
โ https://www.codewars.com/
โ https://www.hackerearth.com/for-developers
โ https://coderbyte.com/
โ https://www.coursera.org/browse/computer-science/algorithms
โ https://www.codechef.com/
โ https://codeforces.com/
โ https://www.geeksforgeeks.org/
โ https://www.hackerrank.com/
โ https://leetcode.com/
โ https://www.codewars.com/
โ https://www.hackerearth.com/for-developers
โ https://coderbyte.com/
โ https://www.coursera.org/browse/computer-science/algorithms
โ https://www.codechef.com/
โ https://codeforces.com/
โ https://www.geeksforgeeks.org/
โค8
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 collectionโfull weights, code, and commercial rights included.
โ No API paywalls.
โ No usage restrictions.
โ 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 inferenceโmaking 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 practicalityโwhether 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 โ it's about building sovereign AI infrastructure that belongs to everyone who needs it.
While global AI development seems increasingly fragmented, Sber just released Europe's largest open-source AI collectionโfull weights, code, and commercial rights included.
โ No API paywalls.
โ No usage restrictions.
โ 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 inferenceโmaking 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 practicalityโwhether 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 โ it's about building sovereign AI infrastructure that belongs to everyone who needs it.
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โ
Cybersecurity Roadmap for Beginners (2025) ๐๐ก๏ธ
1. Understand What Cybersecurity Is
โฆ Protecting systems, networks, and data from digital attacks
โฆ Types: Network security, endpoint protection, cloud security, ethical hacking
2. Learn Computer Basics
โฆ Hardware components, operating systems (Windows & Linux)
โฆ Networking fundamentals: IP addresses, TCP/IP, firewalls
3. Learn Programming Fundamentals
โฆ Start with Python for scripting and automation
โฆ Basics of Bash for Linux commands
4. Learn Core Security Concepts
โฆ Threats: Malware, phishing, DDoS
โฆ Encryption, access control, vulnerability assessment
5. Learn Networking & OS Security
โฆ Tools: Wireshark for packet analysis, Nmap for scanning
โฆ Secure configurations for Windows/Linux
6. Practice with Hands-On Labs
โฆ Platforms: TryHackMe, Hack The Box, OverTheWire
โฆ Simulate attacks in safe environments
7. Understand Basic Compliance & Ethics
โฆ Frameworks: NIST, ISO 27001
โฆ Legal aspects: Ethical hacking rules, data privacy
8. Work on Projects
โฆ Build a secure home lab
โฆ Vulnerability scanning report
โฆ Simple penetration test simulation
9. Learn Basics of Incident Response
โฆ Detection, analysis, containment
โฆ Logging and monitoring tools like SIEM
10. Bonus Skills
โฆ Certifications: CompTIA Security+, CEH
โฆ Git for version control, cloud basics (AWS/Azure security)
๐ฌ Double Tap โฅ๏ธ For More
1. Understand What Cybersecurity Is
โฆ Protecting systems, networks, and data from digital attacks
โฆ Types: Network security, endpoint protection, cloud security, ethical hacking
2. Learn Computer Basics
โฆ Hardware components, operating systems (Windows & Linux)
โฆ Networking fundamentals: IP addresses, TCP/IP, firewalls
3. Learn Programming Fundamentals
โฆ Start with Python for scripting and automation
โฆ Basics of Bash for Linux commands
4. Learn Core Security Concepts
โฆ Threats: Malware, phishing, DDoS
โฆ Encryption, access control, vulnerability assessment
5. Learn Networking & OS Security
โฆ Tools: Wireshark for packet analysis, Nmap for scanning
โฆ Secure configurations for Windows/Linux
6. Practice with Hands-On Labs
โฆ Platforms: TryHackMe, Hack The Box, OverTheWire
โฆ Simulate attacks in safe environments
7. Understand Basic Compliance & Ethics
โฆ Frameworks: NIST, ISO 27001
โฆ Legal aspects: Ethical hacking rules, data privacy
8. Work on Projects
โฆ Build a secure home lab
โฆ Vulnerability scanning report
โฆ Simple penetration test simulation
9. Learn Basics of Incident Response
โฆ Detection, analysis, containment
โฆ Logging and monitoring tools like SIEM
10. Bonus Skills
โฆ Certifications: CompTIA Security+, CEH
โฆ Git for version control, cloud basics (AWS/Azure security)
๐ฌ Double Tap โฅ๏ธ For More
โค22
๐จ 6 free online courses by Harvard University, in ML, AI, and Data Science.
๐๐ง๐ญ๐ซ๐จ๐๐ฎ๐๐ญ๐ข๐จ๐ง ๐ญ๐จ ๐๐ซ๐ญ๐ข๐๐ข๐๐ข๐๐ฅ ๐๐ง๐ญ๐๐ฅ๐ฅ๐ข๐ ๐๐ง๐๐ ๐ฐ๐ข๐ญ๐ก ๐๐ฒ๐ญ๐ก๐จ๐ง
๐ Link
๐๐๐ญ๐ ๐๐๐ข๐๐ง๐๐: ๐๐๐๐ก๐ข๐ง๐ ๐๐๐๐ซ๐ง๐ข๐ง๐
๐ Link
๐๐ข๐ ๐ก-๐๐ข๐ฆ๐๐ง๐ฌ๐ข๐จ๐ง๐๐ฅ ๐๐๐ญ๐ ๐๐ง๐๐ฅ๐ฒ๐ฌ๐ข๐ฌ
๐ Link
๐๐ญ๐๐ญ๐ข๐ฌ๐ญ๐ข๐๐ฌ ๐๐ง๐ ๐
๐ Link
๐๐จ๐ฆ๐ฉ๐ฎ๐ญ๐๐ซ ๐๐๐ข๐๐ง๐๐ ๐๐จ๐ซ ๐๐ฎ๐ฌ๐ข๐ง๐๐ฌ๐ฌ ๐๐ซ๐จ๐๐๐ฌ๐ฌ๐ข๐จ๐ง๐๐ฅ๐ฌ
๐ Link
๐๐ง๐ญ๐ซ๐จ๐๐ฎ๐๐ญ๐ข๐จ๐ง ๐ญ๐จ ๐๐ซ๐จ๐ ๐ซ๐๐ฆ๐ฆ๐ข๐ง๐ ๐ฐ๐ข๐ญ๐ก ๐๐ฒ๐ญ๐ก๐จ๐ง
๐ Link
๐๐ง๐ญ๐ซ๐จ๐๐ฎ๐๐ญ๐ข๐จ๐ง ๐ญ๐จ ๐๐ซ๐ญ๐ข๐๐ข๐๐ข๐๐ฅ ๐๐ง๐ญ๐๐ฅ๐ฅ๐ข๐ ๐๐ง๐๐ ๐ฐ๐ข๐ญ๐ก ๐๐ฒ๐ญ๐ก๐จ๐ง
๐ Link
๐๐๐ญ๐ ๐๐๐ข๐๐ง๐๐: ๐๐๐๐ก๐ข๐ง๐ ๐๐๐๐ซ๐ง๐ข๐ง๐
๐ Link
๐๐ข๐ ๐ก-๐๐ข๐ฆ๐๐ง๐ฌ๐ข๐จ๐ง๐๐ฅ ๐๐๐ญ๐ ๐๐ง๐๐ฅ๐ฒ๐ฌ๐ข๐ฌ
๐ Link
๐๐ญ๐๐ญ๐ข๐ฌ๐ญ๐ข๐๐ฌ ๐๐ง๐ ๐
๐ Link
๐๐จ๐ฆ๐ฉ๐ฎ๐ญ๐๐ซ ๐๐๐ข๐๐ง๐๐ ๐๐จ๐ซ ๐๐ฎ๐ฌ๐ข๐ง๐๐ฌ๐ฌ ๐๐ซ๐จ๐๐๐ฌ๐ฌ๐ข๐จ๐ง๐๐ฅ๐ฌ
๐ Link
๐๐ง๐ญ๐ซ๐จ๐๐ฎ๐๐ญ๐ข๐จ๐ง ๐ญ๐จ ๐๐ซ๐จ๐ ๐ซ๐๐ฆ๐ฆ๐ข๐ง๐ ๐ฐ๐ข๐ญ๐ก ๐๐ฒ๐ญ๐ก๐จ๐ง
๐ Link
โค4๐1
๐ก๏ธ Cybersecurity Roadmap ๐๐ป
๐ Start Here
โ๐ Understand What Cybersecurity Is
โ๐ Learn About CIA Triad (Confidentiality, Integrity, Availability)
โ๐ Types of Cyber Attacks (Phishing, Malware, DDoS)
๐ Networking Basics
โ๐ OSI Model & TCP/IP
โ๐ IP Addressing, DNS, DHCP
โ๐ Common Ports & Protocols (HTTP, HTTPS, FTP, SSH)
๐ Operating Systems
โ๐ Windows OS Security Concepts
โ๐ Linux Command Line & Permissions
โ๐ Bash/Shell Scripting Basics
๐ Security Concepts
โ๐ Firewalls, VPNs, IDS/IPS
โ๐ Encryption (Symmetric & Asymmetric)
โ๐ Authentication & Authorization
๐ Tools You Should Know
โ๐ Wireshark (Network Traffic Analysis)
โ๐ Nmap (Port Scanning)
โ๐ Burp Suite (Web App Testing)
โ๐ Metasploit (Penetration Testing)
โ๐ John the Ripper (Password Cracking)
๐ Web Security Basics
โ๐ OWASP Top 10
โ๐ XSS, SQL Injection, CSRF
โ๐ Secure Coding Practices
๐ Practice Platforms
โ๐ TryHackMe
โ๐ Hack The Box
โ๐ OverTheWire
โ๐ VulnHub
๐ Certifications to Target
โ๐ CompTIA Security+
โ๐ CEH (Certified Ethical Hacker)
โ๐ OSCP (for advanced learners)
๐ Next Steps
โ๐ Learn Digital Forensics Basics
โ๐ Explore Cloud Security (AWS/Azure/GCP)
โ๐ Work on Real Labs & Bug Bounty Challenges
Double Tap โฅ๏ธ For More
๐ Start Here
โ๐ Understand What Cybersecurity Is
โ๐ Learn About CIA Triad (Confidentiality, Integrity, Availability)
โ๐ Types of Cyber Attacks (Phishing, Malware, DDoS)
๐ Networking Basics
โ๐ OSI Model & TCP/IP
โ๐ IP Addressing, DNS, DHCP
โ๐ Common Ports & Protocols (HTTP, HTTPS, FTP, SSH)
๐ Operating Systems
โ๐ Windows OS Security Concepts
โ๐ Linux Command Line & Permissions
โ๐ Bash/Shell Scripting Basics
๐ Security Concepts
โ๐ Firewalls, VPNs, IDS/IPS
โ๐ Encryption (Symmetric & Asymmetric)
โ๐ Authentication & Authorization
๐ Tools You Should Know
โ๐ Wireshark (Network Traffic Analysis)
โ๐ Nmap (Port Scanning)
โ๐ Burp Suite (Web App Testing)
โ๐ Metasploit (Penetration Testing)
โ๐ John the Ripper (Password Cracking)
๐ Web Security Basics
โ๐ OWASP Top 10
โ๐ XSS, SQL Injection, CSRF
โ๐ Secure Coding Practices
๐ Practice Platforms
โ๐ TryHackMe
โ๐ Hack The Box
โ๐ OverTheWire
โ๐ VulnHub
๐ Certifications to Target
โ๐ CompTIA Security+
โ๐ CEH (Certified Ethical Hacker)
โ๐ OSCP (for advanced learners)
๐ Next Steps
โ๐ Learn Digital Forensics Basics
โ๐ Explore Cloud Security (AWS/Azure/GCP)
โ๐ Work on Real Labs & Bug Bounty Challenges
Double Tap โฅ๏ธ For More
โค32
Tired of AI that refuses to help?
@UnboundGPT_bot doesn't lecture. It just works.
โ Multiple models (GPT-4o, Gemini, DeepSeek)
โ Image generation & editing
โ Video creation
โ Persistent memory
โ Actually uncensored
Free to try โ @UnboundGPT_bot or https://ko2bot.com
@UnboundGPT_bot doesn't lecture. It just works.
โ Multiple models (GPT-4o, Gemini, DeepSeek)
โ Image generation & editing
โ Video creation
โ Persistent memory
โ Actually uncensored
Free to try โ @UnboundGPT_bot or https://ko2bot.com
Ko2Bot
Ko2 - Advanced AI Platform
Ko2 - Multi-model AI platform with GPT-4o, Claude, Gemini, DeepSeek for text and FLUX, Grok, Qwen for image generation.
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โ
Cybersecurity Basics for Beginners ๐๐ง
1๏ธโฃ What is Cybersecurity?
Protecting systems, networks, and data from digital attacks, theft, or damage.
2๏ธโฃ Common Threats
โฆ Phishing โ Fake emails to steal your info
โฆ Malware โ Viruses, worms, ransomware
โฆ Man-in-the-Middle โ Intercepting your data
โฆ DDoS Attacks โ Overloading servers to crash sites
3๏ธโฃ Key Concepts
โฆ Authentication โ Verifying identity (passwords, OTPs)
โฆ Encryption โ Securing data during storage/transmission
โฆ Firewall โ Blocks unauthorized access
โฆ VPN โ Encrypts your internet traffic
4๏ธโฃ Best Practices
โฆ Use strong, unique passwords
โฆ Enable 2FA (Two-Factor Authentication)
โฆ Don't click suspicious links or attachments
โฆ Keep software and OS updated
โฆ Use antivirus and firewall protection
5๏ธโฃ Career Paths in Cybersecurity
โฆ Security Analyst
โฆ Ethical Hacker (Pen Tester)
โฆ SOC Analyst
โฆ Security Engineer
โฆ Incident Responder
6๏ธโฃ Learn & Practice
โฆ Platforms: TryHackMe, Hack The Box, Cybrary
โฆ Tools: Wireshark, Burp Suite, Nmap, Metasploit
โฆ Languages: Python, Bash, PowerShell
๐ก Tip: Start with basic networking and Linux skills before diving deeper.
๐ฌ Tap โค๏ธ for more
1๏ธโฃ What is Cybersecurity?
Protecting systems, networks, and data from digital attacks, theft, or damage.
2๏ธโฃ Common Threats
โฆ Phishing โ Fake emails to steal your info
โฆ Malware โ Viruses, worms, ransomware
โฆ Man-in-the-Middle โ Intercepting your data
โฆ DDoS Attacks โ Overloading servers to crash sites
3๏ธโฃ Key Concepts
โฆ Authentication โ Verifying identity (passwords, OTPs)
โฆ Encryption โ Securing data during storage/transmission
โฆ Firewall โ Blocks unauthorized access
โฆ VPN โ Encrypts your internet traffic
4๏ธโฃ Best Practices
โฆ Use strong, unique passwords
โฆ Enable 2FA (Two-Factor Authentication)
โฆ Don't click suspicious links or attachments
โฆ Keep software and OS updated
โฆ Use antivirus and firewall protection
5๏ธโฃ Career Paths in Cybersecurity
โฆ Security Analyst
โฆ Ethical Hacker (Pen Tester)
โฆ SOC Analyst
โฆ Security Engineer
โฆ Incident Responder
6๏ธโฃ Learn & Practice
โฆ Platforms: TryHackMe, Hack The Box, Cybrary
โฆ Tools: Wireshark, Burp Suite, Nmap, Metasploit
โฆ Languages: Python, Bash, PowerShell
๐ก Tip: Start with basic networking and Linux skills before diving deeper.
๐ฌ Tap โค๏ธ for more
โค10๐3
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