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AI Engineering Intermediate Pro

Context Engineering Fundamentals

Why the industry renamed prompt engineering to context engineering, how to budget and assemble the whole context window, and the four failure modes — poisoning, distraction, confusion, and clash — interviewers expect you to name

28 min read 12 views

The discipline that succeeds prompt engineering once a system has retrieval, tool calls, and conversation history: treating the entire context window — not just the prompt string — as an assembled, budgeted, ordered artifact. Covers the anatomy of a real app's context window, token-budget allocation across fixed and variable regions, selection and ordering strategies, compaction (summarization, truncation, structured notes), isolation between trust boundaries, the four named context failure modes with repro sketches, and a fully worked, real-numbers example of assembling one turn of a support bot's context.

Practice questions (5)

  • A Support Bot's Context Budget Blows Up on a Single Customer

    Intermediate · Free
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  • Diagnosing Which Failure Mode Produced a Wrong Answer

    Advanced
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  • Reordering a Context Window for Attention and Cache Cost

    Intermediate
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  • Choosing a Compaction Strategy for a Long-Running Agent

    Advanced
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  • Resolving a Clash Between a Cached Tool Result and Fresh Data

    Intermediate
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