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The article addresses a critical bottleneck in agentic workflows where excessive context windows degrade performance rather than improve accuracy, shifting focus from raw model capacity to architectural strategies like lazy-loaded skills and externalized memory. This discussion highlights that effective coding agents rely on structured context engineering—such as versioned artifacts and LLM-as-a-judge evaluations—to maintain reliability without simply scaling token limits.
Presentation: The Right 300 Tokens Beat 100k Noisy Ones: The Architecture of Context Engineering
Baruch Sadogursky and Patrick Debois discuss why coding agents fail due to bloated context windows and stuffed prompts. They explain practical context engineering fixes, including lazy-loaded skills, versioned context artifacts, externalized memory banks, and LLM-as-a-judge evals. Software architects & engineering leaders will learn how to turn raw markdown files into reliable agentic workflows. By Patrick Debois, Baruch Sadogursky
Baruch Sadogursky: I want to show you something. I had CLAUDE.md, which I fed everything there is to know about my project. It has code samples. It has all the documentation. It has best practices. It has everything there is. Now, all I want to do is add error handling to one of my endpoints. I gave it a lot of context, it should probably manage. Let's see what's happening. Patrick Debois: I think it's easy right now. Baruch Sadogursky: Should be easy. It's a small project, and I gave it a lot of context, so let's see what's happening. Let's see. It adds try and catch, which is good. The test failed. Look at that. Look what's going on. Patrick Debois: How is that possible? Baruch Sadogursky: Yes, there is an AssertionError here, Expected 404 for missing order, and got 500. Patrick Debois: It's not working. Baruch Sadogursky: What's going on? Patrick Debois: Maybe you stuffed too much in there? What do you think? Baruch Sadogursky: Who thinks that it just ran off context window, and it needs more context window? Patrick Debois: Maybe level setting. Who has used Claude Code for coding? Who has ever run out of…
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