An ordered journey

Agentic AI Engineer

Build systems that act with explicit boundaries.

For: AI application engineers
Prerequisites: LLMs, Python, and APIs

11 stages · Beginner → Intermediate → Advanced

Beginner
LLMs
Dedicated reading is planned for this stage.

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Beginner
Tool Calling
The agent isn’t one model anymore. →
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Beginner
Structured Outputs
Dedicated reading is planned for this stage.

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Beginner
RAG
RAG gives a model evidence. Not certainty. →
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Intermediate
Agent Loop
The agent isn’t one model anymore. →
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Intermediate
Memory
Dedicated reading is planned for this stage.

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Intermediate
Planning
Dedicated reading is planned for this stage.

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Intermediate
MCP
Dedicated reading is planned for this stage.

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Advanced
Multi-Agent Systems
Dedicated reading is planned for this stage.

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Advanced
Evaluation
Dedicated reading is planned for this stage.

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Advanced
Production Agents
Dedicated reading is planned for this stage.

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LLMs