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Thoughts on AI, backend systems, frontend engineering, and building software products.

Product Engineering

Building SaaS Products: The Architecture Decisions That Compound

Early SaaS architecture decisions are hard to reverse. Here are the ones to get right before your first customer.

8 min read
AI

AI in Business Automation: Where It Actually Pays Off

Not every task needs a language model. Here's how to identify the automation opportunities that create real business value.

6 min read
Frontend

Next.js Best Practices for Production Applications

The defaults get you running. These practices keep you sane as the application grows.

7 min read
Backend

Spring Boot Best Practices for Production APIs

What changes when you move a Spring Boot service from a tutorial to a system handling real production traffic.

7 min read
AI

AI Agents for Modern Businesses: Beyond Chatbots

Chatbots answer questions. Agents take actions. Here's what agentic AI looks like in real business systems.

7 min read
Product Engineering

MVP Development: Scope It Right the First Time

The failure mode of most MVPs isn't building too little — it's building the wrong things.

6 min read
Backend

Microservices Architecture: When It Helps and When It Hurts

Microservices solve distribution problems, not complexity problems. Most startups shouldn't start there.

8 min read
AI

LLM Applications in Production: What Nobody Tells You

Language models are easy to demo and hard to productionize. Here are the problems you'll hit and how to handle them.

8 min read
Frontend

React Performance Optimization: Fixing the Right Things

Most React performance problems aren't caused by missing memoization. Here's where to actually look.

6 min read
Product Engineering

Cloud Architecture for Startups: Start Simple, Scale Right

You don't need Kubernetes on day one. Here's how to architect for growth without over-engineering.

7 min read
Backend

Designing Scalable APIs: Principles That Hold Up

API decisions are expensive to reverse. Here are the principles worth getting right before you have users.

6 min read
AI

Building AI Products That Users Actually Trust

User trust in AI products is earned through transparency and reliability, not just impressive demos.

5 min read
Product Engineering

CI/CD That Actually Works: Principles for Sustainable Pipelines

A CI/CD pipeline that takes 40 minutes will eventually be skipped. Fast feedback is the whole point.

6 min read
Backend

Event-Driven Systems: Practical Patterns and Trade-offs

Events decouple services and improve resilience — but they also move complexity to new places. Here's what to plan for.

7 min read
Frontend

Modern UI/UX Principles That Actually Matter

Good UI/UX isn't about trends. It's about reducing friction and communicating clearly.

5 min read
Product Engineering

Software Architecture: The Decisions That Are Hard to Reverse

Architecture is the decisions that are expensive to change later. Here's which ones to take seriously early.

7 min read
Backend

Database Optimization: Beyond Adding Indexes

Most database performance problems are not index problems. Here's where the real bottlenecks usually live.

6 min read
Backend

Authentication & Authorization: Getting the Fundamentals Right

Most auth bugs aren't in the JWT implementation. They're in the authorization logic around it.

7 min read
Product Engineering

Startup Engineering: How to Build Fast Without Building Badly

Speed and quality aren't opposites — but cutting the wrong corners creates technical debt that slows you down permanently.

6 min read
Product Engineering

Why Fixed Pricing Beats Hourly for Startups

How fixed-scope projects reduce risk and make budgeting predictable for early-stage teams.

4 min read
Product Engineering

Building Without Middlemen: Direct Developer Engagement

What changes when you work directly with builders instead of account managers.

5 min read
Product Engineering

From Brief to Launch: Our Process in Practice

A walkthrough of discovery, scope, design, and delivery — with no scope creep.

6 min read
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