Just PostedMy Vibe Coding Workflow: Codex, Claude Code, Supabase, and VercelVibe CodingClaude Code vs Codex: When to Use Each for AI Coding in 2026Vibe CodingAGENTS.md vs CLAUDE.md: How to Give AI Coding Agents Better InstructionsVibe CodingHow I Use Claude Code to Debug and Refactor AI-Built AppsVibe CodingHow I Use Codex to Prototype MVPs FasterFounder NoteWhy I Killed My AI Self-improvement App Idea Before Building It: A Malaysian AI Startup's Brutal HonestyBrowseAll insights →Just PostedMy Vibe Coding Workflow: Codex, Claude Code, Supabase, and VercelVibe CodingClaude Code vs Codex: When to Use Each for AI Coding in 2026Vibe CodingAGENTS.md vs CLAUDE.md: How to Give AI Coding Agents Better InstructionsVibe CodingHow I Use Claude Code to Debug and Refactor AI-Built AppsVibe CodingHow I Use Codex to Prototype MVPs FasterFounder NoteWhy I Killed My AI Self-improvement App Idea Before Building It: A Malaysian AI Startup's Brutal HonestyBrowseAll insights →

Agrade Prestasi · Cyberjaya, Malaysia

Your AI-built app is 80% done.The last 20% is the business.

MDEC — Malaysia Digital Economy Corporation
MDEC Recognised

AI can write your app in a weekend. Getting it live, stable, and in front of paying users is the part no tool does for you. That's what I do: rescues for broken AI-built apps, and the playbook for shipping and selling what you build.

Get a free Ship CheckRead the playbook

Three ways in

Rescue

Your app broke after deploy, or before launch. Fixed-price audits and repair sprints, findings in writing within 48 hours.

Explore Rescue

Learn

The workflow behind everything here: Claude Code, Codex, Supabase, Vercel, and the discipline that makes AI-built software shippable. Curriculum in progress — join the waitlist.

Explore Learn

Enterprise

Agentic workflows, custom MCP servers, RAG systems, and AI adoption for companies. MDEC-recognised, based in Cyberjaya.

Explore Enterprise

Why me, honestly

Here's the fair comparison, including where I lose.

CriteriaAgradeMarketplace freelancerDIY with ChatGPT or Cursor
Knows how AI-generated code failsI ship with Claude Code and Codex daily and have debugged my own.Usually a traditional dev who rewrites from scratch and bills for it.The same model that wrote the bug is now asked to find it.
PricingFixed price, scoped before you pay.Hourly, or 'fixed' until scope creep.Free, plus your weekends.
TurnaroundWritten findings in 48 hours.Days to find, vet, and brief someone.Instant, but unbounded.
What you get backRanked report plus PRs you can read and merge.A code dump, often restructured beyond recognition.A chat log.
Product judgementI've built and killed my own products. I'll tell you when a fix isn't worth it.Builds what you ask for.Agrees with whatever you ask.
Ownership and handoverYour repo, your Git history. I work in branches.Varies. Ask before paying.Fully yours.
After delivery14-day follow-up on everything I touched.Order closed. New ticket, new quote.You're on your own — sometimes that's fine.
Best whenIt's broken, it matters, and it needs to ship this month.Cheap volume work with crystal-clear specs.You're learning, or the stakes are low.

If DIY is the right answer for you, the Insights page is how I'd do it. It's free.

Latest insights

June 2026 · 9 min read · Vibe Coding

My Vibe Coding Workflow: Codex, Claude Code, Supabase, and Vercel

A practical AI coding workflow for building MVPs with Codex, hardening them with Claude Code, storing data in Supabase, and shipping on Vercel.

Read article

June 2026 · 12 min read · Vibe Coding

Claude Code vs Codex: When to Use Each for AI Coding in 2026

A practical guide to choosing between Claude Code and Codex for prototyping, debugging, refactoring, PR review, and production AI coding work.

Read article

June 2026 · 8 min read · Vibe Coding

AGENTS.md vs CLAUDE.md: How to Give AI Coding Agents Better Instructions

A practical guide to using AGENTS.md and CLAUDE.md so Codex and Claude Code follow your stack, rules, review process, and project standards.

Read article
All insights →

Send me the broken thing.

A free Ship Check gets you five ranked findings in writing within 48 hours. No call, no deck, no obligation.

Get a free Ship Check →

Reply within 24h · Cyberjaya