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The prompt engineering era taught us to talk to AI.
The prompt engineering era taught us to talk to AI.
The context engineering era is teaching us to think with AI.
The context engineering era is teaching us to think with AI.
Prompt engineering is like learning to ask really good questions.
Prompt engineering is like learning to ask really good questions.
Context engineering is like being a librarian who decides what books someone has access to before they even start reading.
Context engineering is like being a librarian who decides what books someone has access to before they even start reading.
What Context Engineers Actually Do:
What Context Engineers Actually Do:
Curate: Decide which documents, memories, or APIs matter for each specific task
Structure: Layer system messages → tools → retrieved data → user prompt in optimal order
Compress: Summarize or chunk information to stay under token limits while preserving what matters
Evaluate: Measure accuracy and watch for "context dilution" where irrelevant info distracts the model
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