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AI Engineering · 400-level

Capstone: Ship & Evaluate an AI System

Sit Chuun — free All modules
AIE-4904 creditscapstonebadge: ai-engineerprereqs: AIE-401
Start this course — free

Earn the ai-engineer credential

What's inside

Sections & lessons

01

Capstone kickoff: scope your system

  • Choosing and scoping an end-to-end AI system to shipconcept45 min
02

Architecture design review

  • Peer/mentor review of the proposed design before buildconcept90 min
03

Build sprint 1: retrieval or agent core

  • Ingestion + retrieval, or the planner-executor coreconcept90 min
04

Build sprint 2: structured outputs + tools

  • Wiring function calling and/or MCP tool integrationconcept90 min
05

Build sprint 3: guardrails & security pass

  • Red-teaming your own system before anyone else doesconcept90 min
06

Build sprint 4: eval suite construction

  • Writing the golden set that decides if this shipsconcept90 min
07

Build sprint 5: cost/latency + observability

  • Pricing the system at scale before defending itconcept90 min
08

Load/capacity test

  • Finding and fixing the first node that breaks under loadconcept90 min
09

Defense prep: assemble the evidence

  • Packaging eval scores, cost report, and guardrail resultsconcept90 min
010

Capstone defense

  • Ship & evaluate the system live — AI Engineer credentialconcept150 min
Start this course — free
Learn it from the inside

This module's playgrounds

  • RAG Sandbox

    Coming soon

    See why that chunk got retrieved, in 2D space.

    AiAIE-202BYOK AIDeep
    Play it now
  • Workflow Studio

    Coming soon

    Watch a pipeline halt exactly where the model's output lied.

    AiAIE-204BYOK AIMedium
    Play it now
  • Agent Builder

    Coming soon

    Watch the planner-executor loop light up, node by node.

    AiAIE-301BYOK AIDeep
    Play it now
  • MCP Playground

    Coming soon

    Wiretap the protocol traffic between your agent and its tools.

    AiAIE-303BYOK AIDeep
    Play it now
  • Red-Team Dojo

    Coming soon

    Break the model, then watch your attack become a regression test.

    AiAIE-304BYOK AIDeep
    Play it now
  • Evals Runner

    Coming soon

    Where the code grader and the AI judge disagree, look closer.

    AiAIE-401BYOK AIMedium
    Play it now
  • Cost & Latency Bench

    Coming soon

    Watch a demo's pennies turn into a production cost cliff.

    AiAIE-402BYOK AIMedium
    Play it now
  • System Design Studio

    Coming soon

    Build an AI pipeline, then watch traffic find its breaking point.

    AiAIE-403BYOK AIDeep
    Play it now
Vocabulary

Key concepts in this course

AI Agent LLM Evals Golden Dataset AI Red-Teaming Cost Per Token

Compare related approaches

Prompt Engineering vs Fine-Tuning AI Agents vs Workflows Code Grader vs LLM-as-Judge Closed vs Open-Weight Models INT8 vs INT4 Quantization

This module ends in a gate you can fail.

That's what makes passing it mean something. Sit Chuun, get placed, and start earning.

Sit Chuun — free All modules