wintrover articles - 17 total
The Pitfalls of Test Coverage: Introducing Mutation Testing with Stryker and Cosmic Ray
Overview Goal: Overcome the limitations of Code Coverage metrics and introduce 'Mutation...
Testing in the Age of AI Agents: How I Kept QA from Collapsing
AI agents changed my development tempo overnight. I can ship more code in a day than I used to in a...
From Celery/Redis to Temporal: A Journey Toward Idempotency and Reliable Workflows
When handling asynchronous tasks in distributed systems, the combination of Celery and Redis is often...
Junior Developer's Full-Stack AI Journey: Completing the KYC System and Growing - Part 7
Based on the Yaw angle measurement technology resolved in the last post, I completed the core...
The Infrastructure Overhaul That Saved My Development Velocity — A Traefik & Turborepo Migration Story
Introduction What started as a simple "let's optimize my development setup" turned into a...
I Finally Achieved Automatic ID Card and Face Capture on Web Pages, Face Similarity Comparison Between Images and Videos, and...
🎯 Project Overview Context: Building a production-grade KYC (Know Your Customer)...
Debugging a Production KYC System — A Multi-Layer Problem Solving Guide I Wrote After 3 Days of Infrastructure Hell
Introduction Building a KYC (Know Your Customer) authentication system seemed...
Upgrading Face Recognition: From DeepFace to InsightFace — Performance, Quality, and Integration
Why the migration? Early experiments with DeepFace hit practical limits in GPU parallelism...
Building a KYC Video Recording and Splitting System: React + FFmpeg + MediaRecorder API
Project Overview I developed a system that records the entire user face recognition...
React Migration, Camera Library Replacement, and Edge Detection Improvements
Introduction In this post, I'll share my experience migrating a legacy application to...
Face Recognition Project Development: Technical Challenges and System Stabilization Journey
Sharing the technical challenges and solutions encountered during the development of an ID card...
Junior Developer's Full-Stack AI Journey: Completing the KYC System and Growing
Based on the Yaw angle measurement technology resolved in the last post, I completed the core...
As a New Hire, I'm Leading the Company Platform's Facial Authentication System Development
🎯 Project Overview I've been tasked with developing a facial recognition-based user...
Implementing SonarQube Community Edition in My Repository - Achieving Grade A Code Quality Locally
Introduction Code quality management is essential for developers. Maintaining consistent...
Do I Really Need Svelte in My Django Project? — A Practical Checklist I Wrote After Comparing Vanilla JS vs. Frameworks.
Introduction While adding features like a hamburger menu, OAuth login, and per-user...
Behind CVFactory's Backend: Celery, FastAPI, and Playwright at Scale
Introduction In this follow-up post I'll lift the hood on CVFactory's backend ‑ the...
How I Built CVFactory: Deploying an AI Cover-Letter Generator with Django & Docker
Introduction In this post, I'll walk you through my recent side project CVFactory—a web...