Why Your AI Agent’s Brilliance Isn’t Enough: The Architecture of Adoption

4 hours ago 高效码农

A PM’s Guide to AI Agent Architecture: Why Capability Doesn’t Equal Adoption Introduction to AI Agent Challenges What makes some AI agents succeed in user adoption while others fail, even with high accuracy? The key lies in architectural decisions that build trust and shape user experiences, rather than just focusing on making agents smarter. In this guide, we’ll explore the layers of AI agent architecture using a customer support agent example. We’ll see how product decisions at each layer influence whether users perceive the agent as magical or frustrating. By understanding these choices, product managers can design agents that encourage …

Claude Code Reverse Engineering: Uncovering v1.0.33’s Core Architecture & Mechanisms

1 months ago 高效码农

Deep Dive into Claude Code v1.0.33: A Comprehensive Reverse‑Engineering Study Modern AI coding assistants are evolving rapidly, yet their inner workings often remain a black box. In this post, we unpack Claude Code v1.0.33 through meticulous reverse engineering. You’ll learn its system design, core innovations, analysis workflow, and how to reproduce the study yourself—all in clear, accessible English for readers with a junior‑college background or above. 📋 Project Overview The Claude Code reverse‑engineering repository holds over 50,000 lines of obfuscated source and a full suite of analysis artifacts. Objective: Reveal architecture, mechanisms, and logic behind the obfuscated code. Scope: From …