Course Review Dashboard

Agentic AI Engineering

Built 2026-03-15

9 Interactive Labs

12 Curriculum Modules

Validation PASS — 0 confabulations

19,645

Lab lines (HTML)

~90k

Module words

9

Labs complete

12

Modules complete

8

Challenge missions

3

Difficulty tracks

Type to filter content cards across this dashboard.

Interactive Labs

Day 1 Foundations — Understanding Agentic AI

The Paradigm Shift

2,030 lines · PRAO Loop · Old World vs New World

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First Agent Conversation

1,976 lines · GCCF Pattern · Prompt structure

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Agent Thinking with OpenCode

2,106 lines · PRAO trace · OpenCode reasoning annotation

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Day 2 Tools & Techniques — Building with Claude Code

MCP Server Explorer

2,514 lines · Tools / Resources / Prompts primitives

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Prompt Engineering Workshop

2,827 lines · TCEF Pattern · Ranking matrix

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Skills & Commands Builder

1,999 lines · Skill anatomy · Builder interface

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Day 3 Production — Multi-Agent Systems & Deployment

Multi-Agent Orchestrator

2,109 lines · Orchestrator pattern · Agent dispatch

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Production Patterns

2,003 lines · Triage simulation · Permission gates

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2,081 lines · Full system design · Boss challenge

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Curriculum Modules

Day 1 Modules 01–04

The Paradigm Shift

Agent-first thinking · PRAO Loop · Mental models

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Claude Code Foundations

CLI · CLAUDE.md · settings.json · slash commands

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Chain-of-thought · Trace analysis · Wei et al. 2022

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Prompt Engineering in Depth

TCEF · Few-shot · Brown et al. 2020 · Signal/noise

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Day 2 Modules 05–08

MCP Architecture

Tools / Resources / Prompts · Streamable HTTP · Spec

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Building MCP Servers

TypeScript SDK · Zod validation · Tool definitions

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Skills & Commands

Skill anatomy · Slash commands · Conventional Commits

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APE · DSPy · Meta-Prompting paper · Optimization loops

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Day 3 Modules 09–12

Multi-Agent Systems

Orchestrator pattern · Parallel dispatch · Coordination

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Security & Sandboxing

OWASP LLM Top 10 · Prompt injection · RSP

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Tech Stack Adaptation

Next.js · Pydantic v2 · Context7 · Stack integration

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Capstone & Production

Full pipeline · CI/CD · Deployment patterns

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Multimedia Learning

Architecting Reliable Autonomous AI Agents — Deep Dive Podcast

~45 minutes · All 12 modules · NotebookLM AI audio overview · Perfect for commute listening

Explainer Videos — One per Module

M01 — AI: From Assistant to Agent

Paradigm shift · Three eras · PRAO loop

M02 — Claude Code Foundations

CLI architecture · Tool loop · Context system

M03 — Agent Thinking

Reasoning models · Thinking depth · PRAO trace

M04 — Prompt Engineering Depth

TCEF · GCCF · Chain-of-thought

M05 — MCP Architecture

Host · Client · Server · Three primitives

M06 — Building MCP Servers

TypeScript SDK · Zod · Tool definitions

M07 — Amnesiac to Collaborator

Skills · Slash commands · CLAUDE.md

M08 — Meta-Prompting

APE · DSPy · Automated prompt optimization

M09 — Multi-Agent AI: A Guide

Orchestrator · Fan-out · Coordination patterns

M10 — Agentic AI Security

Permissions · Prompt injection · Secrets

M11 — Adapting AI to Your Stack

Context7 · CLAUDE.md encoding · Stack integration

M12 — Capstone & Production

Pipeline design · Observability · Deployment

Slide Decks — Download PDF

Course Overview — Agentic Engineering Blueprint

All 12 modules · Course-wide summary slides

M01 — Agentic AI Engineering

Paradigm shift · Three eras of AI coding

M02 — Claude Code Foundations

CLI · Tool loop · Architecture

M03 — Agentic Telemetry

Agent thinking · Reasoning models

M04 — Precision Prompt Architecture

TCEF · GCCF · Prompt engineering

M05 — MCP Architecture

Host · Client · Server · Three primitives

M06 — MCP Server Engineering

TypeScript SDK · Zod · Tool handler pattern

M07 — Claude Code Architecture

Skills · Slash commands · CLAUDE.md

M08 — Meta-Prompting at Scale

APE · DSPy · Automated optimization

M09 — Multi-Agent Engineering Blueprints

Orchestrator · Fan-out · Coordination

M10 — Securing Agentic Systems

Permissions · Prompt injection · Audit trail

M11 — Agentic Stack Adaptation

Context7 · CLAUDE.md · Stack encoding

M12 — Agentic Engineering Flight Manual

Full pipeline · Observability · Production checklist

Flashcards — 2 Sets · 18 Cards Total

Agentic Flashcards — Foundations

9 cards · Medium difficulty · Modules 01–06 · PRAO, MCP, TCEF, GCCF

MEDIUM

Agentic Systems Flashcards — Advanced

9 cards · Hard difficulty · Modules 07–12 · Multi-agent, Security, Production

HARD

Open NotebookLM notebook to access flashcards & all materials

Challenge Missions

Open-ended engineering challenges with clear success criteria. These aren't guided tutorials — they require you to produce working artifacts on real codebases. View full mission briefings →

Track 1 Skills, Commands & Agents

Author Two Skills From Scratch

★★★ · ~3h · Write code-focused + workflow-focused skill YAMLs · M07

Build a Multi-Step Slash Command

★★★ · ~3h · /ship, /onboard, or /incident — 3+ chained steps · M07

Configure a Specialized Subagent

★★★★ · ~4h · Security reviewer, doc writer, or test generator · M09

Track 2 Codebase Navigation & Issue Resolution

Codebase Archaeology

★★★ · ~3h · Navigate unfamiliar codebase · Bug hunt + fix · M03

Issue-to-PR Pipeline

★★★★ · ~5h · Linear/GitHub MCP · 6-step workflow · M05/M06

PR Review Workflow

★★★★ · ~4h · 5-category structured review agent · M09

Track 3 Production-Grade Systems

Developer Productivity Toolkit

★★★★ · ~6h · Skill + command + subagent as a system · M07/M09

Bridge: Partial Pipeline + Review Gate

★★★★ · ~4h · Intake-to-test run + enforced checkpoint before merge automation

Issue-to-Merge Automation

★★★★★ · ~10h · Full pipeline · Human checkpoints · Production-grade · All modules

Exercises Build challenges baked into labs — non-gating, +XP

CE-03-D · Issue Navigation

Lab 03 · Debug auth 500 error · PRAO + GCCF fix prompt · +30 XP

CE-04-B · Tool Schema Design

Lab 04 · Write production MCP tool JSON schema · Auto-validated · +30 XP

CE-06-C · Author a Skill YAML

Lab 06 · Write standup-writer skill from scratch · 6-field validation · +30 XP

CE-06-D · Build /pr-ready Command

Lab 06 · Design slash command with 4 sections · Data flow required · +30 XP

CE-07-B · Subagent System Prompt

Lab 07 · Write 200+ word system prompt · 6-section spec · +30 XP

CE-08-A · Permission Models

Lab 08 · Write settings.json for 3 scenarios · JSON validated · +30 XP

CE-09-A · Capstone Skill YAML

Lab 09 · Write complete skill YAML for pipeline · 6-field validation · +40 XP

CE-09-C · Issue Tracker Integration

Lab 09 · Linear/GitHub pipeline integration · 4 design questions · +40 XP

Lab Framework (Extracted)

lab-framework/core.css

19 KB · Design system · All component styles

lab-framework/core.js

26 KB · IIFE module · 19-function public API

lab-framework/build.js

10 KB · Node.js CLI · Inline build pipeline

docs/meta/framework-architecture/

4 docs · ARCHITECTURE + CATALOG + PATTERN-ANALYSIS + CITATIONS