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#58 Neil: From Prompts To Systems - Mastering AI Context Engineering

#58 Neil: From Prompts To Systems - Mastering AI Context Engineering

AI Fire Daily ยท AIFire.co

July 23, 202519m 39s

Show Notes

Move from being an AI user to an AI architect. This definitive guide is your blueprint for mastering context engineering. We explore 9 core techniques to manage memory, tools, and workflows, enabling you to build robust, scalable, and cost-efficient AI systems. ๐Ÿ—๏ธ

We'll talk about:

  • Why Context Matters More Than Prompts: Understanding core problems like context poisoning, drift, and the "Needle in a Haystack" issue.
  • Building an AI Memory: Implementing both short-term (conversational) and long-term (persistent) memory for your agents.
  • Handling External Knowledge: Mastering Retrieval-Augmented Generation (RAG) and effective Tool Calling without overloading the context window.
  • Advanced AI Architectures: Designing sophisticated Multi-Agent Systems and stateful workflows with context routing and staging.
  • Optimization & Efficiency: Using smart techniques like context summarization, formatting, and trimming to reduce costs and improve speed.
  • Your Action Plan: A practical, step-by-step roadmap to start implementing these strategies in your own projects today.

Keyword: Context Engineering, AI Agents, LLM, Prompt Engineering, AI Tools.

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