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ship the stack
Rewrites on React, Node.js, TypeScript and AI. A translated body is shown when it exists. If it does not, you see the English text and a note that says so.
Tagged: code-review
An Open-Source PR Review Bot: LangGraph, Node.js and GitHub Webhooks
Review pull requests with a staged LangGraph agent that checks security, performance and architecture, and posts line-level comments through the GitHub API.
4 min readLetting Designers Ship Components Straight to Production with AI Agents
How a web team ended the build-it-twice cycle: designers write in the production library with agents, engineers review the contract, and a week of work becomes an hour.
7 min readWhen AI Writes the Code: Engineering Skills That Gain Value
Coding agents now draft features end to end. What to study, how to review generated code, and why judgment, systems knowledge and verification matter more than typing.
5 min readParallel LangGraph Agents That Review Pull Requests via FastAPI Webhooks
How a webhook, Redis queue and four LangGraph agents turn a pull request into a scored, structured AI review in about 30 seconds, with ngrok for local testing.
12 min readWhen Two Agents Beat One: A LangGraph Code Review Copilot Built Both Ways
Build one code reviewer as a single agent and again as Analyzer plus Risk Reviewer in LangGraph, then learn the three cases where multi-agent is worth the cost.
14 min readYour Agent Harness Is Probably Overengineered: What to Strip Out
Your agent harness is probably overengineered. As models improve, scaffolding turns into dead weight. How review bloat and context cost add up, and what to cut.
9 min read10 Claude Code Plugins Worth Installing: Design, Review, Hooks and More
Ten Claude Code plugins that add design guidance, GitHub context, multi-agent code review, structured workflows, hook rules, config backup and code cleanup, with install commands.
4 min readStop Handing AI Agents Wishes: A Spec-First Process for Small Teams
Stop handing AI agents wishes: a spec-first process for small teams with adversarial review by two model families, runtime tests, human merges and memory.
7 min readCodex Inside Claude Code: Cross-Model Review With codex-plugin-cc
OpenAI's codex-plugin-cc lets a second model review code Claude Code wrote. Learn the commands, the review gate, setup steps, costs and privacy trade-offs.
9 min read
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