AI Portal

AI Engineer Portal

Your personal operating system for career transition.

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Welcome back, Lei Pan.

Stay in execution mode: deepen Python, ship an AI project, and turn each milestone into interview leverage.

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Learning completion

5

Practice attempts

10/100

Interview readiness

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Tool design for LLM agents

Design function schemas, input validation, return contracts, and error envelopes that LLMs can call reliably.

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Progress

Today's Focus

1Complete one lesson tied to a current portfolio project.
2Finish a Python or evaluation exercise and note what felt slow.
3Translate the top agent signal into one workflow or tool-use improvement for a project.
4Pick one portfolio or interview gap exposed by the current best-fit role and close it this week.

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Interview readiness currently scores 10/100.

You are tracking 26 news items and 1 opportunity signals.

Weakest Areas

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AI Engineer Interview Readiness

0/100

Curriculum depth in AI Engineer Interview Readiness is still incomplete, so the biggest gain is finishing the next unfinished lesson.

Evaluation and Observability

4/100

Curriculum depth in Evaluation and Observability is still incomplete, so the biggest gain is finishing the next unfinished lesson.

RAG Systems

4/100

Curriculum depth in RAG Systems is still incomplete, so the biggest gain is finishing the next unfinished lesson.

Recommended Focus

Curriculum depth in AI Engineer Interview Readiness is still incomplete, so the biggest gain is finishing the next unfinished lesson. 0.0% lesson completion, 0 related drill reps, 0 interview rep(s), demand score 0.

Open Tell the transition story clearly

Recommended Practice

Render a safe prompt template from user input

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Strongest Areas

LLM App Foundations

37/100

Python for AI Engineers

38/100