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Scheduled Node.js Jobs: Patterns That Hold Up in Production

setInterval and raw cron get jobs running. Here's what separates a reliable scheduled Node.js task from one that fails silently at 3am and nobody notices.

node.jsautomationscriptingbackend
7 min read

MongoDB Aggregation Pipelines: Move Logic Into the DB

Why shipping large collections to Node for in-memory transforms is a performance trap — and how aggregation pipelines fix it with real examples.

mongodbmernaggregationbackendnodejs
7 min read

AI Chatbot in Next.js App Router: Context-First Approach

How I built a grounded AI assistant for my portfolio by feeding static context data into a Claude API route — no hallucinations, no RAG required.

nextjsaiclaudeapp-routerapi-routes
7 min read

Data-First Refactoring: Let the UI Drive the Model

Swapping a visualization component taught me that data models silently couple to their consumers. Here's how TypeScript makes that coupling explicit and safe.

typescriptreactrefactoringdata-modelingnext.js
6 min read

Visualizing Work History: Building a Career Graph in React

How I replaced a static experience teaser with a visual career graph — covering data modeling, TypeScript types, and responsive layout decisions in React.

reacttypescriptdata-visualizationcomponent-design
6 min read

Hello World — Why I'm Rebuilding My Portfolio From Scratch

A new site, a new chapter. Here's what I'm building, why it matters, and what's coming next.

metanext.jsgsap
1 min read