Master the skills the job market is actually hiring for.

Follow a job-market-audited Role Path, move through a discipline end-to-end with a Career Pathway, or pursue a university-benchmarked Academic Certificate — each with a Basic → Intermediate → Advanced ladder, direct video learning bridges and a capstone proof-of-work project.

AI Agent Engineering

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Open a video or resource link, watch it, then check its box to track your progress and unlock what comes next.

8 lessons1 capstone project

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Curated Certification CAI06

Progress from agent fundamentals to tools, MCP, multi-agent coordination, evaluation and production-ready workflows.

Benchmark: Curated source set: Hugging Face + Google Skills + Microsoft Learn + DeepLearning.AI + crewAI + DeepLearning.AI + LangChain + DeepLearning.AI + Anthropic -- Credential note: this is a Zuyini mastery certificate built from the cited public courses. It is not issued, sponsored or endorsed by the source institutions, providers or companies.

Hands-On Mastery Capstone

Ship a tool-using agent with explicit instructions, memory/context, at least one MCP or API integration, guardrails, traces and an evaluation set. Include a runbook and failure-recovery strategy.

Proof Rubric

  • repository / notebook / artifact
  • evaluation evidence
  • short technical or executive readout
  • reflection