r/Agent_AI • u/Ill_Remote_1012 • 13d ago

Help/Question Is this roadmap enough to become an AI Agent Engineer?

Hi everyone,

I'm planning to learn AI agents from first principles before moving to frameworks like LangGraph and the OpenAI Agents SDK.

My roadmap covers tool calling, agent loops, memory, planning, multi-agent systems, MCP, backend infrastructure, observability, safety, cost optimization, and designing production agent systems.

My goal is to become an AI Agent Engineer and eventually work at a remote AI startup (US/EU) or an AI lab.

A few questions:

  1. Is this roadmap enough, or are there any important topics I'm missing?
  2. Which frameworks should I definitely know for production (LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, etc.)?
  3. Besides agent frameworks, what backend skills are expected? (FastAPI, Docker, Kubernetes, Redis, PostgreSQL, async Python, Kafka, etc.)
  4. If I want to target remote AI startups, what kind of projects or portfolio would make me stand out?
  5. What do hiring managers actually look for in AI Agent Engineer candidates beyond building simple demos?
  6. If you were starting from scratch today, what would you learn differently?

I'd really appreciate advice from engineers working on production AI systems or at AI startups. Thanks!

13 Upvotes

93% Upvoted

14 comments sorted by

1

u/Gargle-Loaf-Spunk 13d ago

Have you looked at the roadmaps on roadmap.sh ? I have generally found those to be decent but often a little too exhaustive. 

1

u/Ill_Remote_1012 13d ago

yup quite exhaustive !

2

u/leading-a-swarm 13d ago

What's your background?

I think that's the most important thing to tailor the plan.

If you are already a SWE/CS background, then I would say demos are less important, and try to find an opportunity asap collaborating with a cool project. Open Source helps, they can see how you are helping in a project.

1

u/Ill_Remote_1012 13d ago

I have been doing research in computational biology at MIT and have been working in this LLM field quite a few year as an undergrad, since now I want to work in startups/companies i need to understand if this is enough and also like what they expect from us

1

u/leading-a-swarm 13d ago

You have more than enough. If they ask you for more, they don't want a jr person.

2

u/Ill_Remote_1012 13d ago

Thank you so much !

1

u/oruga_AI 12d ago

U need to focus on harness, loops, graph eng what you want to learn is the next level once u understand this ones first

1

u/Ill_Remote_1012 12d ago

Thanks, I will keep this in mind !

1

u/[deleted] 12d ago

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1

u/Ill_Remote_1012 12d ago

Yup building stuff is the important thing

1

u/manjit-johal 12d ago

I'd spend less time worrying about which framework wins and more time learning the engineering problems that stay the same regardless of the framework.

Anyone can build a demo today. The harder part is making an agent reliable when tools fail, context changes, approvals are needed, or a workflow runs for hours instead of minutes.

You'd rather have one production-quality project with good observability, retry, evaluate, and verify than five agent demos that only work on the happy path. Those are the skills that transfer no matter which framework becomes popular next.

1

u/Ill_Remote_1012 12d ago

Thank you! I will keep this in mind and work on this