AI+ Context Engineering™ eLearning

Master AI+ Context Engineering for Production-Grade AI Systems..

€200,00 excl. BTW

Module 1: Foundations of Context Engineering – Introduction

1.1 What is Context Engineering (Beyond Prompt Engineering)
1.2 From Prompting to Context Pipelines: The 2025 Paradigm Shift
1.3 The Four Building Blocks of Context: Instructions, Knowledge, Tools, State
1.4 Short-Term vs Long-Term Memory in LLM Systems
1.5 Benefits of Context Engineering: Grounding, Relevance, Continuity, Cost Control
1.6 Use Case: Context-Aware AI Travel Assistant
1.7 Hands-on: Designing System Instructions and Memory State for a Role-Based AI Agent

Module 2: Context Management Patterns & Techniques

2.1 The W-S-C-I Framework: Write, Select, Compress, Isolate
2.2 WRITE Strategy: Agent Identity, Persona, Guardrails, and State
2.3 SELECT Strategy: Precision Retrieval & Metadata Filtering
2.4 COMPRESS Strategy: Summarization, Token Optimization, Auto-Compaction
2.5 ISOLATE Strategy: Context Boundaries, Safety, and Focus
2.6 Advanced Retrieval Patterns: Hybrid Search, Semantic Chunking
2.7 Case Study: ChatGPT & Claude Memory Systems
2.8 Hands-on: Implement Context Selection & Compression Using LangChain / LlamaIndex

Module 3: Context Pipelines, RAG & Grounding Architecture

3.1 The End-to-End Context Pipeline (Input → Retrieval → Compression → Assembly → Response → Update)
3.2 Retrieval-Augmented Generation (RAG) Architecture Deep Dive
3.3 Vector Databases: Pinecone, Chroma & Embedding Models
3.4 Grounding Failures: Hallucinations, Context Poisoning, Distraction
3.5 Mitigation Techniques: Rerankers, Provenance, Context Forensics
3.6 Case Study: Anthropic’s Multi-Agent Researcher (MAR)
3.7 Hands-on: Build a RAG Pipeline with Vector Search and Grounded Responses

Module 4: Optimization, Scaling & Enterprise Readiness

Module 5: Context Flow Design for Business Users (No-Code AI)

Module 6: Real-World Industry Context Applications

Module 7: Multi-Agent Orchestration & the Future

Module 8: Capstone Project & Certification

Tools you will explore

Artikelnummer voorraad referentie: AP-3309-E

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