Stop Just Reviewing Diffs: An Evidence-Based Approach to Evaluating AI Coding Agent Workflows
1 months ago 高效码农Better Hands-On Guide: How to Review AI Coding Agent Workflows with Evidence Reviewing Diffs is Not Enough: How to Evaluate AI Coding Agent Workflows AI coding agents write code quickly, but the workflows surrounding them are often fragile. If you only review the final code diff, you miss systemic issues. Better Harness is an open-source tool that analyzes the workflow behind the changes, gathers project and session evidence, and translates specific gaps into prioritized improvements. It focuses the analysis on a closed loop of feedforward guidance and feedback sensors. Feedforward guidance includes AGENTS.md, specs, and acceptance criteria. Feedback sensors include …
Why AI Collaboration Improves: Switch from Markdown to HTML for Claude Code
4 months ago 高效码农Why I Stopped Using Markdown with Claude Code (And Switched to HTML Instead) Core question this article answers: Why does HTML help you collaborate with AI coding assistants more effectively than Markdown? If you’re still using Markdown to talk to AI, write plans, or review code, you might be missing the single most underrated format for AI collaboration today: good old HTML. This isn’t a front-end manifesto. It’s a simple fact I’ve validated over months of working inside Claude Code: when I ask the model to generate HTML instead of Markdown, I read more carefully, understand faster, and act more …
Codex Plugin for Claude Code: How to Master Code Reviews & Task Delegation
6 months ago 高效码农How to Use the Codex Plugin in Claude Code for Code Reviews and Task Delegation Introduction Are you looking to streamline your code review process or delegate tasks more efficiently while using Claude Code? The Codex plugin is designed to integrate seamlessly into your existing workflow, allowing you to perform code reviews, challenge design decisions, and handle complex tasks directly within Claude Code. This guide will walk you through the installation, usage, and common questions based on official documentation, making it easy for anyone with a technical background to get started. The Codex plugin simplifies your development workflow by eliminating …