Events & Activities

Sharing an AI Engineer Roadmap With a Partner

TensorLab spoke at a partner company, sharing a roadmap to becoming an AI App Engineer for beginners: an FE/BE source-code set with 6 phases and 22 lessons, a markdown theory set, and an overview deck of AI App architecture.

Sharing an AI Engineer Roadmap With a Partner
Date26/12/2025
LocationHà Nội

Sharing an AI Engineer Roadmap With a Partner

Key points
  • Today I spoke at a partner company, sharing my approach and roadmap to becoming an AI App Engineer for beginners.
  • The roadmap has 3 major parts: an FE/BE source-code set, a markdown theory set, and an overview slide deck of the big picture.
  • After the session I spotted plenty of things to improve — so more updates are coming.

I've built a detailed roadmap to becoming an AI App Engineer — right down to the nitty-gritty — so beginners can get up to speed fast, grasp the big picture, and learn theory and practice side by side.

Sharing an AI Engineer roadmap, slide showing the real architecture of an AI App
Sharing an AI Engineer roadmap with a partner — Hà Nội, December 26, 2025

What's in the roadmap?

  1. 01
    FE/BE source code set

    6 phases, 22 lessons — each with in-depth theory, best practices, and real runnable examples (both FE and BE).

  2. 02
    Markdown theory set

    For those who just want text — read the theory, understand it, then build the practice yourself.

  3. 03
    Overview slide deck

    See the big picture: what's out there, and what you need to learn.

The real architecture of an AI App

LLM

The brain

GPT / Claude / Llama / Mistral — the right model = save money + boost quality

RAG

Long-term memory

Embeddings → Vector DB, chat grounded on your own data

Context

Short-term memory

Managing conversation context — overflow means 'amnesiac' answers

Tools

Actions

Call APIs, browse the web, DB, email… Agent: say less, do more

There's plenty of good stuff too: Prompt Engineering, Embeddings, RAG, Agents, Tools, Context, Chains, Routing… and the production side — Testing, Security, Cost Optimization, Fine-tuning.

Want TensorLab to run an AI session for your team?

If your company wants a hands-on session on becoming an AI App Engineer, let's talk with TensorLab.

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