Tomio
9.8K posts

Tomio
@Tomio_B
AI/ML Infrastructure Engineer | Linux 🐧 | Infrastructure 🐐 | Bare Metal Lover | K8s Boss


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 👇



Is AI use causing a decline in CRITICAL THINKING?

I guess I’ll get with the modern times










