How I Built a Multi-Agent Code Review Pipeline

GDS K S |
I was mass-approving PRs at 11pm on a Thursday. Not reading them. Just scrolling, checking if tests passed, hitting approve. We've all been there. That's when I decided to build something that would at least catch the obvious stuff before a human ever looked at it. TL;DR What How Why ... read more

Document Tool: Grounding AI in Enterprise Knowledge

Halton Chen |
Overview Oracle AI Agent Studio provides a structured way to build intelligent agents that go beyond static workflows. In this guide, I demonstrate how to create a document-driven AI agent capable of answering real user questions using enterprise content. Rather than relying on predefin... read more

Building MailTest: An Open Source Email Deliverability Debugger

Sabahattin Kalkan |
Building MailTest: An Open Source Email Deliverability Debugger The Problem [Story about client's 50K emails going to spam] Why Existing Tools Fall Short Expensive ($100+/month) No explanations SaaS lock-in What I Built [Demo GIF/screenshots] ... read more

Wilmer Tool Calling

SomeOddCodeGuy |
So some year and a half after the request was made for me to put tool calling into Wilmer, I've finally got it in there. First off- it was a huge pain to implement; if I didn't have Wilmer itself and agentic coders to help, I'm not sure I'd have done it. The way streaming works with tool calling i... read more

I built a Python library that replaces database authentication with AI semantic validation

Muhammad Ali |
The Problem I Was Trying to Solve I was building a flower classifier app that collects data from anonymous users. I wanted users to submit flower information to my database — but I had no way to stop them from submitting garbage, malicious data, or duplicates. The traditional solution i... read more

Vietnamese Voice AI: Translate & Voice Vietnamese TTS

Lê Vĩnh Tuyến |
I’m excited to share my latest workspace project: Translate and Voice Vietnamese TTS. This tool is designed for real-world applications, focusing on high-quality Vietnamese speech synthesis and automated video localization. Key Features: Vietnamese Text-to-Speech (TTS): High-quality voice genera... read more

SQLAlchemy 1.4 -> 2.0 migration tool for repetitive legacy patterns

Derek Martin |
I built a scanner-first SQLAlchemy 1.4 -> 2.0 migration tool for a narrow documented subset of legacy patterns. It is intentionally not a full "AI migration" promise. It handles supported patterns like: select([..]) session.query(Model).get(pk) simple string relationship joins simple string l... read more

AI Made Me a Better Reviewer (The Hard Way)

Alexandru A |
I build a SaaS QA platform. When AI coding assistants became good enough to trust with real work, I leaned in — and my velocity went up noticeably. Less boilerplate, faster feature implementation, fewer rabbit holes on syntax I'd forgotten. But something shifted that I didn't expect. I wasn't writ... read more

Beyond the Numbers: Why Refresh Rate (Hz) and Frame Rate (FPS) Aren’t the Same

Coco |
When working with high-performance displays, frontend rendering, or even configuring professional LED video walls, two terms are often used interchangeably: Hz (Refresh Rate) and FPS (Frames Per Second). As developers, we often assume they are locked together. But in the world of high-end visual e... read more

The Hidden Costs of Cloud-First API Clients

Kreya |
In modern development workflows, API clients are indispensable tools. API clients let developers inspect, debug, and test endpoints efficiently. Popular options like Postman, Insomnia, or Paw have become the default for many teams, especially when collaboration is key. However, these tools often co... read more