
When a Website Actually Needs Machine Learning
When a website needs machine learning, and when rules, filters, and search are enough. A product decision before you hire for AI.
What I learn shipping client projects, written up so you can use it. Read how to set up Cursor so AI-written code passes review, when a WordPress site should move to Next.js, what a Next.js developer costs, and how to keep your SEO through a migration.
Hire me to build it, or bring me in to coach your team on Cursor. I reply within 24 hours and tell you plainly whether I'm the right fit.

When a website needs machine learning, and when rules, filters, and search are enough. A product decision before you hire for AI.

How to integrate a machine learning model into a Next.js product: API vs worker shapes, a thin first slice, and a hire checklist — without boiling the

Cursor Agent for shipping: what I let it touch on client work, what I don’t, and guardrails so the PR still passes review.

Migrasi WordPress ke Next.js untuk bisnis lokal: kapan worth it, risiko tersembunyi, dan checklist sebelum bayar vendor.

WordPress vs Next.js: when a business site can stay on WP, and when Next.js (or headless) is worth a rewrite. A hire-side checklist.

Apakah Cursor AI gratis? Jawaban jujur untuk freelancer: kapan jalur hemat cukup, kapan Pro terasa, tanpa angka harga palsu.

Kapan template cukup untuk website company profile, kapan bayar custom. Cara membaca penawaran tanpa terjebak katalog tema.

Checklist sebelum DP untuk jasa pembuatan website Jakarta. Bedakan vendor murah vs tim yang bisa maintain dan SEO. Kapan Next.js masuk akal.

What it costs to hire a Next.js developer: scope, experience, location, and engagement model. How to read a quote without fake average rates.

Cursor vibe coding that ships: brief, generate, run, tighten, commit. Habits with review so speed today does not become a rewrite tomorrow.

Cursor MCP for shipping: keep a few servers that help a real Next.js repo, verify each one, and skip marketplace pile-ons.

PHP API development for a Next.js product means Laravel owns the write. Next.js owns the form. Here is the split I ship.