Building a Multi-Agent Workflow for Design and Coding
From repeated, manual checks to structured collaboration
Aug 18, 20258 min read288
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#vibe-coding
Articles tagged with #vibe-coding
When Coding Agents Declare Victory Too Early: A Refactoring Horror Story
I recently had an experience with a coding agent that perfectly illustrates one of the biggest challenges with AI-assisted development: the tendency to declare victory while the house is still burning down around you. The Setup: A Simple Refactor Gon...
Jul 17, 20256 min read35
When Coding Agents Struggle: Lessons from Shutting Down the MCP Server
Some engineering problems look easy—but when coding agents like Sourcegraph's AMP get involved, they reveal surprising complexity. One such example? Gracefully shutting down an MCP server. 🧠 The Setup I’ve been building a GitHub-integrated agent inf...
Jun 24, 20253 min read53
Vibe Coding Custom Tools for Claude Code & AMP: My PR Workflow on Autopilot
Over just a few days, I vibe coded a set of custom tools that completely transformed how I work with Claude Code and Sourcegraph AMP. The result? A seamless workflow where agents fix Swift code, based on logs pulled and parsed automatically from loca...
Jun 16, 20255 min read122
Integrating Claude & Sourcegraph AMP with GitHub PRs
Over the last few weeks, I’ve built tooling to integrate LLM-based coding agents—Claude Code and Sourcegraph AMP—into my GitHub pull request (PR) workflow. The goal? Use agents as true collaborators by routing review comments directly to them and pos...
Jun 8, 20253 min read196Yai for Simplicity ... finally!!!
One of the things that kept upsetting me with pretty much any coding agent was the very liberal use of frameworks and adding more and more code. Like every junior engineers who thinks that code needs to be complex and that we should always use powerf...
May 28, 20251 min read11