Bonus material · The Context Advantage

The Context Advantage

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36 chapters

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Start anywhere. The 4 C's are a circle.

01The Day Data Started Talking Back
02The Agentic Era Is Not Just About Agents
03Smart Models Still Need Smart Systems
04The 4 C's Framework

05Context Is the New Data Layer
06Business Meaning Beats Raw Retrieval
07Semantic Layers, Ontologies, and Metrics in Simple Words
08From Data Catalog to Business Memory
09The Context Engineer
10Institutional Memory Is the Moatnew
11Context Is a Living Layer, Not a Documentnew
12Portable Context: The Open Contract for Agentsnew

13Governance Was Built for Humans. Agents Need More.
14From Access Control to Action Control
15Guardrails, Approvals, and Audit Trails
16Trust Is Designed, Not Assumed
17Human in the Loop Still Matters

18The Hidden Cost of Agentic AI
19Not Every Task Needs the Best Model
20Budget-Aware AI Design
21Quality, Speed, and Cost Tradeoffs

22The Danger of AI Lock-In
23Open Formats, Open Interfaces, Open Thinking
24Build for Change
25Platform Independent, Platform Aware

26The Agentic Data Professional
27Skills That Will Matter More Than Tools
28Speaking the Language of Business and AI
29Career Roadmap for the Agentic Era

30The Trusted Agent Architecture
31Building Your First Context Layer
32The 4 C's Readiness Assessment
33The 90-Day Enterprise AI Learning Plan
34Designing Multi-Agent Systems That Actually Work
35Retrieval Mechanics: Chunking, Hybrid Search, and Rerankingnew
36Compaction and the Token Budgetnew

Bonus

Glossary · 100 terms
10 case studies
Templates & checklists
Interview prep

Edition 01[ toggle

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