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.
🧠 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: https://t.co/O7OBGldz9q
#AI #RedTeam #Pentesting #CyberSecurity #Infosec
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
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.
Read these books if you want to learn quickly and easily
- Linux https://t.co/kS9fQH9phC
- Metasploit https://t.co/ON1RLzgUKB
- Network https://t.co/GfFp2ncY33
- Ethical hacking process https://t.co/DxOcs7g2y4
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!"
💻 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
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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.