After nearly 2 years of AI-assisted development — from ChatGPT 3.5 to Claude Code — I kept hitting... Tagged with ai, programming, discuss, automation.

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A 30-year software veteran shares a dual-agent workflow built after 2 years of AI-assisted coding, where one agent (Claude Code) writes code and another (Codex CLI) reviews it in a structured loop. Inspired by pair programming and the Ralph Loop concept, the author automated what was previously a manual cross-agent review process. The workflow was validated when a PR to a 15k-star Electron project was merged after addressing maintainer feedback — all without the author writing any TypeScript. Key insights include: each AI model has consistent, predictable failure patterns; a single agent can't reliably catch its own mistakes; dual agents don't share context windows so they don't lose the same information simultaneously; and human judgment remains essential to prevent two AIs from agreeing on a bad design. The author released this as an npm package (ralph-lisa-loop v0.3.0) and discusses limitations like agent crashes, ping-pong refinement cycles, and the risk of false confidence.

After 2 years of AI-assisted coding, I automated the one thing that actually improved quality: AI Pair Programming