What Breaks in AI Code
by Adam Reznik
Code review for apps built with AI agents: what breaks when real users arrive, a plain verdict on whether to ship, and a fix for every finding
Senior product designer and design engineer with 8+ years of experience across B2B and B2C SaaS, FinTech, and AI-native products, with work reaching close to a million users a month. My background spans design and engineering: I design for web and mobile and work in the frontend myself. Alongside building products, I audit live ones end to end: user flows, interface and accessibility, the design system behind them, and the business logic the client code reveals.
by Adam Reznik
Code review for apps built with AI agents: what breaks when real users arrive, a plain verdict on whether to ship, and a fix for every finding
by Adam Reznik
A design system in Figma from whatever you have: a raw mockup, a live build, old files or a half-finished system. Primitives, roles, components and your screens connected to them, checked in every mode
by Adam Reznik
Prove that a skill, harness, rule file or MCP server changes what your agent does: a hidden key written first, traps for false alarms, runs with and without it, graded blind
by Adam Reznik
Slop-free interface copy in your brand's voice: one name for every thing, every string checked by scripts and in the render
by Adam Reznik
Check an AI service before you pay: what it promises, which model runs underneath, what works on your task, the markup over the model vendor's price, and who owns the results
by Adam Reznik
App screens that look designed, not generated. Web apps, dashboards, tools and native iOS: your agent builds them, this skill checks them with renders and numbers.
by Adam Reznik
Three missing headers let any site frame your checkout. Find them with plain GETs and get the exact lines to paste for your host
by Adam Reznik
Turn a live website into a design system, reusable components, and page layouts, ready for your next redesign, prototype, or migration
by Adam Reznik
Your interface checks the price, the limit and who owns what. Does your server? Prove it on staging, get the server-side fix for every rule that breaks, and keep the tests that hold it in place
by Adam Reznik
From broken flows to a checkout any site can frame: a read-only audit of UX, accessibility, design system and security, every finding proven
by Adam Reznik
Put hand-written colors and sizes back on your design tokens, the right token for each place.