AI Engineer Portal

Career transition, organized like a product.

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Focus the portal on Python depth, shipping projects, evaluation, and portfolio readiness.

Phase 1 MVP

Build career momentum with visible, repeatable progress.

Single-user private mode

Learning Path

AI Agents and Tools

Understand when agentic patterns help and how to keep them safe.

0% complete

intermediate · 14 hours

Lesson 1

When not to use an agent

Compare fixed workflows to open-ended orchestration.

Lesson 2

Tool definitions and execution boundaries

Design tool interfaces the model can use reliably.

Lesson 3

State machines over vague loops

Model multi-step behavior with explicit states and stop conditions.

Lesson 4

Guardrails, approvals, and retries

Protect external actions and manage failure paths deliberately.

Lesson 5

Portfolio slice: workflow orchestrator

Build an agent-shaped system that still feels engineered.