Context Engineering Is Replacing Prompt Engineering: Building Production Context Pipelines for LLM Apps
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If you've spent time tweaking prompts to fix a flaky RAG app or a wandering agent, you've probably noticed the same thing most of us do eventually: rewording the prompt fixes the demo case and breaks two others. The actual bug usually isn't the prompt. It's what the model was handed before the prompt even ran — retrieved documents that contradict each other, conversation history crowding out the facts that matter, or the one correct chunk buried in the middle of a context blob where positional…
1Key Takeaways
- If you've spent time tweaking prompts to fix a flaky RAG app or a wandering agent, you've probably noticed the same thing most of us do eventually: rewording the prompt fixes the demo case and breaks two others.
- The actual bug usually isn't the prompt.
- It's what the model was handed before the prompt even ran — retrieved documents that contradict each other, conversation history crowding out the facts that matter, or the one correct chunk buried in the middle of a context blob where positional….
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3Why it matters
Prompt and agent patterns spread fast; staying current saves time and token cost. DEV — Prompt Engineering reports that if you've spent time tweaking prompts to fix a flaky RAG app or a wandering agent, you've probably noticed the same thing most of us do eventually: rewording the prompt fixes the demo case and breaks two others.
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