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Yael on AI

Part 2: The art and science of context engineering

Giving agents a memory and focus | New series: beyond the chatbot

Yael Rozencwajg's avatar
Yael Rozencwajg
Sep 06, 2025
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Part 2: The art and science of context engineering
Part 2: The art and science of context engineering | Yael on AI

In the last post, we explored how deep domain understanding forms the semantic core of a specialized AI agent.

But once an agent knows its world, how does it navigate a complex, multi-step task without getting lost?

This is the central challenge of context engineering. It is the discipline of giving an AI a memory and a focus, ensuring it has the right information at the right time to advance a task.

This process isn’t just about technical efficiency; it is also a fundamental building block for collective intelligence.

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If deep domain understanding is the agent's knowledge, context engineering is its memory and focus.

This process involves curating the right information at the right time to enable a model to perform a multi-step task without getting lost.

It is a fundamental shift from simple prompt engineering for a single query to orchestrating a continuous stream of information.

This new series of articles will explore the four pillars of this new era:

1. Deep domain understanding (the previous part)

2. The art and science of context engineering (this part)

3. Orchestration and enterprise data integration

4. Specialized user interfaces and human-in-the-loop design

Read the introduction: https://yaelrozencwajg.substack.com/p/beyond-the-chatbot

My view:

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