• Upskilling RealityApr 27, 2026 · 10 min read

  AI Infrastructure Engineer + AI Platform Engineer — The DevOps Path Into AI

  Two job titles, same career transition. For DevOps and platform engineers, AI Infrastructure Engineer and AI Platform Engineer are the two most direct paths into AI engineering. The baseline — Kubernetes, Docker, Python, cloud platforms — is already on your resume. What you add depends on which layer you target. Based on 62 LinkedIn JDs across both titles, April 2026, US market.

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• Career TransitionsApr 27, 2026 · 9 min read

  Forward Deployed Engineer — The Complete 2026 Guide

  FDE is not sales and not PM. It's the engineer who makes AI products actually work inside the client's environment — and is accountable when they don't. Salary: $150K–$325K. 71% of JDs require AI/ML. Best fit: SWEs or DS/MLEs with any client-facing track record.

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• Upskilling RealityApr 27, 2026 · 9 min read

  How to Pick the Right AI Course in 2026

  The question isn't which course is best — it's whether you've run the steps before picking one. Five steps: outcome → profile → gap → feasibility check → execution plan. Most professionals skip Step 4. It's the one that tells you whether your target outcome is realistic before you invest months into the wrong plan.

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• AI Career PathsApr 27, 2026 · 10 min read

  How to Pick Your AI Track in 2026

  The fastest AI pivot (3–6 months) and the highest-paid AI pivot ($187K avg base) target different backgrounds. Picking by salary alone routes most engineers to the wrong track. The question isn't which track is hardest — it's which track has the smallest gap from where you actually are.

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• Career TransitionsApr 27, 2026 · 10 min read

  Cybersecurity Engineering + AI: The 2026 Career Guide

  In one month — March to April 2026 — AI/ML requirements in security JDs went from 8% to 19%. The gap is in protecting AI systems from a new class of attacks, not using AI for threat detection. Security engineers already own the hard part — threat modeling, trust boundaries, adversarial mindset. The AI knowledge adds on top.

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