Why Your State Management Is Slowing Down AI-Assisted Development
Zustand and Jotai give developers freedom — but that freedom is poison for AI code generation. We're the frontend team at Minara. Over the past six m
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Zustand and Jotai give developers freedom — but that freedom is poison for AI code generation. We're the frontend team at Minara. Over the past six m
File upload in Spring Boot looks simple… until it starts breaking. At first, it’s just one endpoint. Then suddenly: file logic spreads across your
Building a file upload API in Spring Boot looks simple… until it isn’t. You start with one endpoint, and suddenly: file paths are scattered everywh
https://medium.com/@christopherpaulraj003/jupyter-notebook-with-java-5119c064ba13 Java in Jupyter is useful because it brings interactive coding to
This is Part 2 of a 2-part series. If you haven’t built the core pipeline yet, start with Part 1. It covers the Sequential Agent pattern, shared state
TypeScript's type system catches many bugs at compile time, but that doesn't eliminate the need for comprehensive testing. In fact, TypeScript applica
Background Result Learning TODO Add other headers Background During my career break that I started in 2025, I started exploring the eve
In modern software development, writing code is not just about making things work — it’s about writing code that is clean, reusable, and scalable. Th
Most JWT authentication setups in Spring Boot work... until they don’t. You ship fast, everything seems fine, and then: tokens stop validating secu
1. Introduction Both Interface and Abstract Class are used to achieve abstraction in Java, but they differ in: Design purpose Implementat
1. Introduction Abstraction is one of the core concepts of Object-Oriented Programming (OOP). 👉 It means hiding internal implementation de
I've spent the last few months building web scrapers for US government databases. Secretary of State business filings, SEC EDGAR, FDA clearances, OSHA
CGO_ENABLED defaults to 1. That means a standard go build produces a binary that links against C libraries (e.g., glibc) at runtime. For many parts of
About 18 months ago I started building Stockyard. It's an LLM proxy: you point your apps at it instead of directly at OpenAI or Anthropic or Gemini, a
Everyone Can Ship Now. That's the Problem. A few weeks ago, I built a full quiz app in three hours. Peaky Blinders on one window, Claude on
I train self-supervised models on chess game data. My Python pipeline using python-chess took 25 minutes to parse and tokenize 1M games from Lichess P
We built StoryBirdie — a tool that takes a screenplay file and turns it into a complete storyboard with shot lists, camera angles, and AI-generated fr
We all start somewhere. Some developers begin their careers writing clean, well-structured code, carefully following best practices, naming variables
pg-collector streams live PostgreSQL telemetry into a 7-dimension state machine that predicts failures, detects query regressions, and answers the 5 q
It's for those who have heard of ZKP but never known the real usecase. Before We Start Zero-Knowledge Proof (ZKP) is a technology that pro