AI Engineering Builder & Consultant React · Front End · Product Builder Building products, not just decks. High value, kept simple.
USA
Joined November 2009
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Code review is dead.
No point reviewing code an agent can write and review better than I can.
Invest in planning and instructing the agent to write precise tests for every change and feature, across the product's life cycle.
#AIAgents #SoftwareEngineering
Here's how to use self-verifying visual regression loops with Your AI coding agent (#claude #copilot #chatgpt #codex)
It should stop when the UI passes visual verification.
Avoid endless styling tweaks. 🧵👇
#Playwright #Testing #WebDesign
Then show the final screenshots side by side with a summary of what you changed in each pass:
setup:
Playwright MCP or AI Browser + checked-in baseline screenshots + an explicit visual acceptance checklist.
The goal isn't to make AI code faster.
It's to make each round more complete.
#ClaudeCode #AI #Coding #SoftwareEngineering #WebDevelopment
New chapter: I'm opening up my time for AI engineering consulting and hands-on product building.
20+ years shipping software, the last several spent going deep on AI-augmented dev workflows. Here's what that means for you 👇
orizens.com
#BuildInPublic
🛠️ Building Products
Not just advice - I build. Co-founded ReadM (AI reading fluency for K-4), shipped Ittim (prayer tracker app), authored the first book on Angular + NgRx, and maintain open source used by Google, Amazon, Disney.
I can help build your idea.
#ProductBuilder
Everything lives at my (freshly updated) site: orizens.com
Writing, work, and how to reach me if you want to talk consulting or building something together.
#WebDev #AIConsulting #StartupAdvisor #SpecDrivenDevelopment
When React Hooks Stop Scaling: Moving Complex State to Zustand
orizens.com/blog/2026-06-18-…
#react #zustand #redux #webdevelopment #engineering
Code review in new AI era is broken - here's how to fix it - Spec Driven Development #AiDD
orizens.com/blog/2026-11-03-…
#vibecoding #architecture #e2e #qatesting #automationtesting #genai
This is what I call "Effective AI Engineering" - It’s not just about writing code faster - it’s about getting the full benefits from your favorite AI assistant coder. Think development accelerated by AI. read
orizens.com/blog/effective-a…
#AI #TDD #CleanCode #aiDD #vibecoding
Talewright - a way to write bdd in #PLAYWRIGHT with typings support without the complex setup and without the need to write feature files - using bdd just for code.
npmjs.com/package/talewright
#Automation #PlaywrightTesting #Testing