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Zero to FDE / Forward Deployed Engineer Roadmap: 16 Weeks, Week by Week

The roadmap

Forward Deployed Engineer Roadmap: 16 Weeks, Week by Week

Zero to FDE is a 90-day roadmap that takes AIML graduates to Forward Deployed Engineer (FDE) roles: twelve core weeks plus an optional four-week enterprise track, with one real deliverable every week.

Each week is a short list of concrete tasks and exactly one deliverable. The deliverable is the point: it proves you did the week, and it becomes your portfolio. Do not start Week 2 with an unfinished Week 1; a half-built thing teaches you less than a small finished one.

Month 1: Foundations, engineer before agent

  1. Week 1: Python and the engineering floor. Backend basics, not notebooks.
  2. Week 2: How LLMs actually work. The mechanics, not the marketing.
  3. Week 3: Retrieval, from first principles. RAG before you ever say the word RAG.
  4. Week 4: The agent loop, by hand. Understand what frameworks abstract away.

Month 2: Agentic systems, frameworks, tools, evaluation

  1. Week 5: LangGraph, properly. The current production standard for stateful agents.
  2. Week 6: MCP and the tool ecosystem. Now assumed, not optional.
  3. Week 7: Multi-agent systems and memory. Know when it earns its complexity.
  4. Week 8: Evaluation, the actual differentiator. Where most candidates stop, and where you do not.

Month 3: Production, deployment, and getting hired

  1. Week 9: Observability, cost, and guardrails. Proving to a security team the agent is safe.
  2. Week 10: Real deployment. Off localhost, onto the internet.
  3. Week 11: The portfolio and the niche. Go narrow, it is where the money actually is.
  4. Week 12: Interview readiness sprint. You are not studying anymore, you are rehearsing.

Month 4 (optional): The enterprise and consulting track

  1. Week 13: Data engineering, the bedrock a client audit needs. Untangle the mess before you build on it.
  2. Week 14: Cloud architecture at client scale. You are deploying into someone else's environment, not your own.
  3. Week 15: The consulting mindset. Solve the people problem so the technical solution can work.
  4. Week 16: Case interview practice. Enterprise FDE interviews test judgment, not just code.

The full roadmap in the app adds each week's tasks and deliverable, free structured lessons, a map view with progress tracking, and 16 more skill roadmaps. New to the role? Start with what a Forward Deployed Engineer is.

Frequently asked questions

How long does the Forward Deployed Engineer roadmap take?

90 days for the 12 core weeks. The 4-week enterprise track is optional, for people targeting Palantir-scale FDE roles.

What experience do I need to start?

The plan assumes you can read and write basic Python from an AIML degree but have never shipped a real backend or touched an agent framework. If that is wrong in either direction, the sequence still holds; you will just move through some weeks faster.

Zero to FDE is a 90-day roadmap that takes AIML graduates to Forward Deployed Engineer (FDE) roles: twelve core weeks plus an optional four-week enterprise track, with one real deliverable every week.

Start the 90-day roadmap