Context Engineering 2.0: The Future of AI Understanding and Decision-Making

Context Engineering 2.0: Teaching AI to Read Between the Lines “ What problem does context engineering solve? Machines can’t “fill in the blanks” the way humans do; we must compress noisy reality into a clean signal they can trust. This post walks through the 20-year arc of how we got here, the design loops that work today, and the next leaps already visible. What exactly is context engineering—and how is it different from prompt tuning or RAG? One-sentence answer: Context engineering is the full-cycle discipline of collecting, storing, managing and selecting everything a machine needs to understand intent; prompt tuning …