Documentation That Stays Fresh (Or How I Try)
Documentation that gets outdated is worse than no documentation. Here's how I try to keep docs fresh—and where I fail.
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Refactoring Without Fear: Small Steps That Work
Refactoring doesn't have to be scary. Here's how I refactor code safely: small changes, tests, and incremental improvements.
Read MoreTesting: What to Automate and What to Skip
Not everything needs automated tests. Here's what I test automatically, what I test manually, and what I skip entirely.
Read MoreWhy "Move Fast and Break Things" Doesn't Scale
The famous Facebook motto works for startups, but breaks down at scale. Here's what I've learned about balancing speed and stability.
Read MoreWriting Boring Code on Purpose
Fancy code is fun to write but hard to maintain. Here's why I write boring, predictable code—and when I make exceptions.
Read MoreCode Review Practices That Actually Help
After years of reviewing code, here are the practices that make reviews useful—not just a checkbox to tick.
Read MoreBuilding Production AI Systems: Lessons from Real Deployments
Building AI systems that work in production is harder than building prototypes. Here are the lessons I've learned from deploying AI systems at scale: monitoring, error handling, and the things that actually break.
Read MoreRAG vs Fine-Tuning: When to Use Which for Your AI Application
RAG and fine-tuning are two ways to customize AI models, but they solve different problems. Here's when to use RAG, when to fine-tune, and when to use both.
Read MoreTech Doesn't Fail—Bad Architecture Does
When systems fail, it's easy to blame the technology. But in my experience, technology rarely fails on its own. The real culprit is almost always bad architecture. Here's how to think about system design to prevent failures before they happen.
Best Practices
ameylokare
amey lokare
lokare
amey
Architecture
System Design
Engineering Principles
Failure Analysis
System Reliability
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Laravel REST API Best Practices: Authentication, Validation, and Performance
Building REST APIs in Laravel is straightforward, but making them production-ready requires attention to authentication, validation, error handling, and performance. Here are the patterns and practices I use in real-world projects.
Read MoreDive Deeper into Best Practices
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