Trying to Fix ...! @CiscoNetworkExp

@MapleStax CBC

Instead of watching an hour of Netflix, watch this 2 hour hour Stanford lecture will teach you more about how LLMs like ChatGPT and Claude are built than most people working at top AI companies learn in their entire careers.

Platforms to learn cybersecurity for FREE: 1. Cybrary Training cybrary.it 2. AttackIQ MITRE ATT&CK lnkd.in/dcfmSPEJ 3. Splunk Courses lnkd.in/d_dZNdu 4. CSILinux Forensics Training lnkd.in/dhjwx_5h 5. Fortinet Courses lnkd.in/dmmkZ-tH 6. OSINT Courses lnkd.in/dTCaCf-u 7. TryHackMe tryhackme.com 8. Bugcrowd University lnkd.in/djaaDNSa Start with fundamentals. Practice consistently. Build real skills. #Cybersecurity #Infosec #Learning

CYBERSECURITY TOOLS

🧠 AI-Powered Red Team — 28 Specialized Agents for Offensive Security 🤖🔥 Turn Claude into a full pentesting team. • 28 agents (Recon, AD, Web, Cloud, Mobile) • Auto task routing → correct agent • Real tools support (nmap, sqlmap, nuclei, BloodHound) • Recon → Exploit → Report Link: github.com/0xSteph/pentes… #AI #RedTeam #Pentesting #CyberSecurity #Infosec

Here’s a clean, practical roadmap for a beginner SOC Analyst 👇 1. Foundations (Must not skip) Networking basics (IP, DNS, HTTP, ports, OSI model) Linux basics (file system, permissions, basic commands) Windows fundamentals (Event Viewer, processes, services) 2. Core Security Concepts CIA triad, threat types, attack vectors Malware basics Authentication & authorization Common attacks (phishing, brute force, MITM) 3. SOC Tools Basics SIEM tools (start with Splunk or Elastic) Log analysis (Windows + Linux logs) Basic alert triage 4. Hands-on Practice TryHackMe SOC paths Blue team labs (log analysis, incident detection) Basic packet analysis (Wireshark) 5. Scripting Basics Python (basic automation) Bash (Linux automation) 6. Entry-Level Skills Incident detection & response flow Writing basic incident reports Understanding false positives vs real threats 7. Job Readiness Build a small home lab Practice real SOC scenarios Learn how to explain investigations clearly Prepare for interviews (scenario-based questions) Final mindset shift: SOC is not about knowing everything—it’s about noticing what others miss.

OSINT Roadmap: Beginner → Expert 🕵️‍♂️ ├── Phase 1: Foundations (1-2 weeks) │ ├── What is OSINT & Ethics/Legal │ │ ├── OSINT definition, types (SOCMINT, GEOINT, etc.) │ │ ├── Laws (GDPR, Privacy, Ethics) │ │ └── OPSEC for investigators │ ├── Mindset & Critical Thinking │ │ ├── Occam's Razor, Bias avoidance │ │ └── Mind Mapping (GitMind, XMind) │ └── Basic Tools Setup │ ├── Browser (Firefox + containers) │ ├── VPN + Proxies │ └── Note-taking (Notion/Obsidian) ├── Phase 2: Basic Techniques (2-4 weeks) │ ├── Google Dorks & Advanced Search │ │ ├── Operators, site:, intitle:, etc. │ │ └── Custom search engines │ ├── Username & Email Search │ │ ├── WhatsMyName, Namechk, Holehe │ │ └── Email verification tools │ ├── People Search & Background Check │ │ ├── Pipl, Spokeo, TruePeopleSearch (free alternatives) │ │ └── Social Media Profiling │ └── Image & Reverse Search │ ├── Google Lens, TinEye, Yandex │ └── Metadata extraction (ExifTool) ├── Phase 3: Intermediate Skills (4-6 weeks) │ ├── Recon Tools Mastery │ │ ├── Maltego (Community), Recon-ng, SpiderFoot │ │ ├── Shodan, Censys, Zoomeye │ │ └── TheHarvester, Amass │ ├── Social Media OSINT │ │ ├── Twitter/X, Instagram, LinkedIn, Facebook │ │ └── Geolocation from posts │ ├── Domain & IP Intelligence │ │ ├── WHOIS, DNS enumeration │ │ └── Passive DNS (SecurityTrails) │ └── Data Analysis Basics │ ├── Excel/Google Sheets for OSINT │ └── Basic scripting (Python basics) ├── Phase 4: Advanced Techniques (6-8 weeks) │ ├── Geospatial & Imagery OSINT │ │ ├── Google Earth, Sentinel Hub │ │ └── Satellite imagery analysis │ ├── Dark Web & Threat Intel │ │ ├── Tor browsing, Dread │ │ └── Leak sites monitoring │ ├── Automation & Custom Tools │ │ ├── Python scripting for OSINT │ │ └── APIs integration (Hunter.io, etc.) │ └── Adversary Simulation │ ├── Purple Teaming with OSINT │ └── Report Writing & Presentation ├── Phase 5: Professional & Career Level │ ├── Case Studies & Real Projects │ │ ├── Bellingcat style investigations │ │ └── CTFs (Trace Labs, OSINT CTF) │ ├── Certifications │ │ ├── TCM Security Practical OSINT │ │ ├── SANS FOR578 (if possible) │ │ └── Free certs from Basel Institute │ └── Continuous Learning │ ├── Communities (OSINT Curious, Discord) │ ├── Newsletters (My OSINT News) │ └── Tools updates (OSINT Framework)

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Telegram OSINT Intelligence D4rk_Intel-OSINT-Investigative-Toolkit has been updated with Telegram OSINT - a powerful angle for investigations, as the platform hosts vast amounts of public data that isn't always easy to navigate with its native search. #OSINT #Cybersecurity

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Learn Claude Code in 2 Hours- youtube.com/playlist?list=…

The Local LLM Cheat Sheet for your 32GB RAM device I was asked to put together a practical lineup of local models that fit comfortably on a 32GB machine. At this tier, you start getting access to real flagship-class local models, plus a growing number of custom quants. But for most people, these are the core models worth knowing first. Flagship Models Qwen3.5 27B / GGUF / Q6_K_M The best overall 32GB flagship. General chat, writing, research, and agent workflows. Great if you want one model that can handle almost everything well. Qwen3.6-35B-A3B / GGUF / UD-Q4_K_M Best MoE flagship. Stronger for coding, reasoning, and tool use than most smaller generalists. Gemma 4 31B / GGUF / Q6_K_M Dense premium model. Writing, analysis, reasoning, and high-end local chat. Heavier than the MoE options, but excellent when quality matters more than speed. Models for Fast Flagship Use Gemma 4 26B A4B / GGUF / Q6_K_M Great balance of speed and quality for general assistant work, coding, agent tasks, and research. This is one of the best 32GB picks if you want something that feels high-end without dragging. DeepSeek-R1 Distill Qwen 32B / GGUF / Q4_K_M Offline reasoning engine. Best for math, logic, deliberate analysis, and step-by-step problem solving. Mistral Small 24B / GGUF / Q6_K_M Tool-calling specialist. Strong for assistants, chat workflows, local business tasks, and function calling. Available for 24GB machines. Models for Companion Use Qwen3.5 9B / GGUF / Q6_K_M Best sidekick. Fast drafts, search loops, cheap retries, and secondary agent work. Even on a 32GB machine, you still want a smaller model around for support tasks. Llama 3.1 8B / GGUF / Q6_K_M Long-context companion. RAG, doc ingestion, codebase chat, and long prompts. The output quality is not the sharpest anymore, but it is still useful when needing simple tasks fast. From what my community tells me, the best single models are Qwen3.5 27B or Gemma 4 31B. For two models, the strongest general pairing is Qwen3.5 27B + Qwen3.5 9B. If you are more code-heavy, Qwen3.6-35B-A3B + Llama 3.1 8B. Let me know what models you are running on 32GB, and which ones have actually been worth the RAM.

Graeme @gkisokay

2 months ago

The Local LLM cheat sheet for your 16GB RAM device I pulled together a lineup of small models that can run comfortably on a Mac Mini or personal laptop while still leaving room for context without melting your machine. Models for Daily Use Qwen3.5 9B / GGUF / Q4_K_M Daily

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Android Application Penetration Testing, Part 1: The Setup Resource: medium.com/@joelsunny.ch/…

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Read these books if you want to learn quickly and easily - Linux hackersarise.thinkific.com/courses/linux-… - Metasploit hackersarise.thinkific.com/courses/metasp… - Network hackersarise.thinkific.com/courses/networ… - Ethical hacking process hackersarise.thinkific.com/courses/gettin…

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Best Nuts For You Body!!

SQL cheat sheet - Every JOIN explained:

Cloves is The seed that left hospitals empty because it , diabetes, high blood pressure, and poor circulation. To continue receiving my recipes, you just need to say one thing… Thank you!"

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💻 ALL WEBSITES THAT OFFER FREE CYBERSECURITY TRAINING ① hackthebox[.]com ② tryhackme[.]com ③ portswigger[.]net ④ overthewire[.]org ⑤ picoctf[.]org ⑥ cyberdefenders[.]org ⑦ letsdefend[.]io ⑧ opensecuritytraining[.]info 📌 save this.

The Cybersecurity Roadmap You Wish You Knew 🔐 Turn your cybersecurity passion into a 6-figure career. No noise. Just the right direction. Too many certs. No clear path. Here’s your blueprint. 1️⃣ Security (Foundation) Start with CompTIA Security+. Learn the core concepts that every pro builds on. This is your first real step into cybersecurity. 2️⃣ Network Security (Defenders’ Path) Go from CCNA → CCNP → CCIE. Protect networks, systems, and data movement. Be the line between threat and safety. 3️⃣ Information Security (Guardians) Certs: Security+ → SSCP → CISSP. Master policies, compliance, and access control. Keep sensitive data safe from risk. 4️⃣ Security Management (Leaders) Certs: CISSP → CISM. Build, lead, and manage security frameworks. Turn technical skills into leadership. 5️⃣ Security Auditing (Investigators) Certs: CISA → ISO 27001 Lead Auditor → PCI DSS. Verify, assess, and ensure full compliance. You’re the one who keeps everyone accountable. 6️⃣ Penetration Testing (Ethical Hackers) Certs: CEH → OSCP → GPEN → GWAPT. Find vulnerabilities before attackers do. Hack systems ethically protect what matters. Each certification unlocks a new level of expertise. Each step builds your armor against cyber threats. Cybersecurity isn’t just a skill it’s your legacy. Start where you are. Grow where few dare. 🔐 If this helped, share it with someone starting their cybersecurity journey. Follow @MarcelVelica for more career roadmaps, cybersecurity insights, and growth strategies.