Articles for people who
ship the stack
Original rewrites on React, Node.js, TypeScript and AI — practical notes from the same engineering practice behind our operator software. Article bodies are in English.
Tagged: AI Coding Assistants
Reviewing Large AI Refactors: Why Passing Tests Miss Deleted Intent
Learn why AI-assisted refactors silently remove load-bearing code, why green tests do not catch it, and five review practices that make large refactors safe to ship.
7 min readBounded Prompts: Stopping AI Assistants from Inventing a Parallel Stack
Why vague feature requests make coding assistants add duplicate libraries and wrappers, and how a bounded prompt with paths, invariants and hard stops fixes it.
6 min readSteering AI Coding Agents with Four Named React Architecture Patterns
Learn four React patterns (section composition, custom hooks, polymorphic components, reducers) and how naming them in prompts gives you cleaner AI-generated code.
12 min readTeaching Claude Code Your NestJS Monorepo: Routing, Rules and Skills
Teach Claude Code a NestJS monorepo: CLAUDE.md, rules, skills and permissions that put code in the right service and keep it following team conventions.
20 min readVercel's AGENTS.md Skill Teaches AI Assistants 70 React Best Practices
Vercel's react-best-practices AGENTS.md skill puts 70 production React and Next.js rules into AI coding output. What's in the repo and where doubts creep in.
6 min readWhen AI Writes Your React App But Skips Clean Code Principles
AI-written React apps often skip clean code principles. Seven habits to restore: DRY, single responsibility, guard clauses and four more, with real fixes.
11 min read
About these articles
Request a 24h estimate
Need the same stack in a production operator layer? Send the brief — estimate within 24 hours.