VIN Decoder Secrets: What Your Car's History Really Says (And What Dealers Hide) I've been selling cars for 30 years. I've also been lied to—and I've...
I've been using Claude Code daily for months. It writes code, runs tests, manages git branches, spawns sub-agents — the whole deal. On a good day, I'l...
Your Agent Doesn't Have a Dictionary Open your MCP config. You've probably got tools for search, databases, APIs, file systems, maybe code execution....
From scrappy scripts to systems that actually scale Continue reading on Level Up Coding »
You're about to deploy a site. Or you inherited one. Or a client just asked "is this any good?" Here's how to get a comprehensive website health check...
Engineers love shipping agents… right up until the first production incident. Databricks found that tool-calling accuracy can swing by as much as 10 p...
This post is the implementation side of my previous posts about my PKM system. The principles work in any plain-text tool but I used Obsidian and this...
TL;DR When 3+ API services fail at once due to missing keys, production systems can break down. Here's how to set up centralized API key management wi...
I tested 7 local LLMs on the same simple coding task. 4 succeeded. 3 failed — each in a different way. One model burned 30K tokens retrying the exact...
Two in the morning. The room is dark except for a rectangle of light no bigger than a playing card. I turn the crank and feel the small resistance in...
The Codebase That Had 130 Grays I spent four years working in a production codebase that had 130 gray variables. I actually counted them once. Someone...
Drain problems are among the most common plumbing issues homeowners face, and in a growing city like Fresno, they can quickly escalate if left untreat...
License: CC BY-SA 4.0 Architecture: C shared library (.so/.dll) + Python cryptography library Repository: https://github.com/Qeltrix/Qeltrix-v6 ⚠️ PRO...
What if your AI agent could generate professional Instagram posts and schedule them automatically — with zero design skills? I built RendrKit , a Desi...
Elevate Your Coding: Integrating Cursor with Local LLMs (LM Studio) and GitHub Copilot Prerequisites Before you begin, make sure you have: Cursor inst...
TL;DR Storing LLM API keys in .env files carries risks that have become harder to ignore in the age of AI agents. I built LLM Key Ring ( lkr ) — a CLI...
This is a submission for the DEV Weekend Challenge: Community The Community GoldenCircle was created to address a growing global challenge faced by ag...
Not trending on GitHub but silently fixing the mess in my automation workflows Continue reading on Python in Plain English »
Agents are writing code while developers sleep. Here's what that actually means for the rest of us. Continue reading on Medium »
Most people think trust is a branding problem, but it’s more useful to treat it as a product of how you operate under stress—especially when your syst...
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