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

Welcome
  • 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
  • 10Governance Was Built for Humans. Agents Need More.
  • 11From Access Control to Action Control
  • 12Guardrails, Approvals, and Audit Trails
  • 13Trust Is Designed, Not Assumed
  • 14Human in the Loop Still Matters
  • 15The Hidden Cost of Agentic AI
  • 16Not Every Task Needs the Best Model
  • 17Budget-Aware AI Design
  • 18Quality, Speed, and Cost Tradeoffs
  • 19The Danger of AI Lock-In
  • 20Open Formats, Open Interfaces, Open Thinking
  • 21Build for Change
  • 22Platform Independent, Platform Aware
  • 23The Agentic Data Professional
  • 24Skills That Will Matter More Than Tools
  • 25Speaking the Language of Business and AI
  • 26Career Roadmap for the Agentic Era
  • 27The Trusted Agent Architecture
  • 28Building Your First Context Layer
  • 29The 4 C's Readiness Assessment
  • 30The 90-Day Enterprise AI Learning Plan
  • 31Designing Multi-Agent Systems That Actually Work
Bonus
  • Glossary · 100 terms
  • 10 case studies
  • Templates & checklists
  • Interview prep
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