Skill Gap Roadmap — AI Engineering

1. 01

   AI Agents

   4 topics

   • Agent Fundamentalsintermediate
   • Agent Patternsadvanced
   • Model Context Protocol (MCP)intermediate
   • Agent Memory & Stateadvanced
2. 02

   AI in Production

   4 topics

   • Cost & Latency Optimizationadvanced
   • Safety & Guardrailsadvanced
   • AI Observabilityintermediate
   • Evalsadvanced
3. 03

   Context Engineering

   4 topics

   • Context Engineering Fundamentalsintermediate
   • System Prompt Architectureintermediate
   • Model Landscape 2026beginner
   • Prompt Caching & Batch APIsintermediate
4. 04

   Advanced Agents & MCP

   7 topics

   • Agent Frameworks & Harnessesadvanced
   • Building MCP Serversadvanced
   • MCP & Tool Securityadvanced
   • Multi-agent Systemsadvanced
   • Computer Use & Browser Agentsadvanced
   • Durable Agent Executionadvanced
   • Tool Design for Agentsintermediate
5. 05

   Advanced Retrieval

   3 topics

   • Document Processing Pipelinesintermediate
   • GraphRAGadvanced
   • Long-context Strategiesadvanced
6. 06

   Fine-tuning & Customization

   4 topics

   • When to Fine-tuneadvanced
   • PEFT & LoRAadvanced
   • Distillation & Synthetic Dataadvanced
   • Preference Tuning Overviewadvanced
7. 07

   Inference & Serving

   3 topics

   • Serving Stack Fundamentalsadvanced
   • Quantizationadvanced
   • Local & Edge Modelsintermediate
8. 08

   Multimodal & Realtime

   3 topics

   • Voice Agents & Realtime APIsadvanced
   • Vision in Productsintermediate
   • Generation in Productsintermediate

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