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The AI-engineering job market, measured — July 2026

Learn to build the production AI systems employers actually ask for.

MLGuerrilla comes from three things: research and analysis of what real job postings ask for, what got me my own AI-engineering experience in startups and big tech, and what I learned doing them. You build the skills companies are hiring for right now.

3,000
job postings read in full
68.5%
of AI-Engineer postings ask for agentic systems
85
skills in the taxonomy, mapped to modules
Every posting countedn=3,000 · read in full · methodology

24-Jul AI-market corpus · 253 postings

One dot = one posting. Hover for the receipt.

read in full · gathered 2026-07-24

What the sweep found

The areas AI-engineering postings ask for.

  • Datasets & Evals
  • Observability & Traceability
  • LLM Application Engineering
  • RAG & Retrieval Engineering
  • Agentic Systems & Tool Use
  • Prompt & Context Engineering
  • Production AI Systems
  • AI Security, Safety & Guardrails
  • AI Infrastructure & Inference
  • LLMOps / AI Dev Lifecycle
  • Working as a Production AI Engineer

Measured 24 July 2026 · read in full · how this was measured

What you walk away with

You walk away with production-ready AI systems.

Production-ready means evals that prove it works, guardrails that keep it safe, observability for when it breaks, and a security posture an employer can sign off on. Every build clears that bar.

Questions

Is this another bootcamp?

No cohort, no schedule, no 12-week promise. Modules you enter by need.

I already work as a software engineer.

Start with the live modules, then use the module index as a reference library. The later modules go deeper on evals, agents, and AI security.

Will this get me a job?

It gets you the artifacts and the vocabulary. The market runs on two clocks (n=493): postings ask for 2–8 years of software engineering but only 1–3 years of LLM-specific work — most commonly 2, because the field is barely two years old. What this makes you is the candidate with a working eval harness when everyone else brought a demo.

Do I need a degree?

31.2% of postings mention one. 68.8% don't.

Follow along

The Discord and TikTok both went quiet while I was heads-down building this. I'm posting to them again now and there's a lot more coming, so if you want to watch the work as it ships, come hang out.

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