Bitter Lesson w/ Claude Code:

- Frameworks -Roast framework at Shopify / standardization of orchestration tools:

MCP adoption within Anthropic / standardization of protocols:

Full Video Episode

Timestamps

00:00 Introduction and Background

00:53 The Rise of Context Engineering

01:57 Context Engineering vs Prompt Engineering

05:56 The Five Categories of Context Engineering

10:02 Multi-Agent Systems and Context Isolation

14:48 Classical Retrieval vs Agentic Search

17:12 LLMs.txt and MCP Servers

24:51 Context Pruning and Memory Management

37:25 Memory Systems and Human-in-the-Loop

42:55 The Bitter Lesson Applied to AI Engineering

51:21 Frameworks, Abstractions, and Building for the Future

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Context Engineering for Agents - Lance Martin, LangChain

Latent Space: The AI Engineer Podcast