
TreadyTread
10.5K posts

TreadyTread
@TreadLightly23
Linux Systems Administrator | RHCSA | RHCE | Sec+ | Mission Critical


How many AI projects failed ⚡ even with ChatGPT, Claude, or Bedrock because infra could not handle fine-tuning, multi-node training, or high-volume inference? 🚨 💰 Salaries upfront: • Entry → $120k–$160k 💸 • Mid → $160k–$200k 💰 • Senior → $200k–$250k+ 🚀 Managed models are easy. Keeping GPU clusters humming reliably 🛠💻 is the bottleneck and the paycheck 💰 🛠 NVIDIA Certified AI Infrastructure Operations Associate (NCA‑AIIO) • 🖥 GPU & AI fundamentals • 💾 NVIDIA stack basics (CUDA, NGC) • 🔌 Infra essentials (hardware, networking) • 📊 Monitoring & basic ops concepts 💵 $125 • ⏱ 60 min • 50 Qs 👉 Worth it in 2026? ✅ YES or ❌ NO — defend it 👇

This guy is playing Resident Evil 2 in a full VR setup with a walking simulator, looks insanely immersive 🤯 🎥 @VirtuixOmni

Life feels better when nobody knows where you are or what you're doing...







The world of tech is changing, but infrastructure will always remain. Also this is a role suited for people who have been supporting Satellite and SATCOM technology in GovTech or commercial space applications.

Final round 🤞🏾👨🏾💻






