SEOSiri is opening up more of its developer ecosystem through developers.seosiri.com — a developer-focused hub for open-source projects, MCP tooling, AI infrastructure, APIs, security, automation, and experimental engineering. The goal isn't just to...

Software development is often described as the process of turning ideas into working systems. That description is correct, but it leaves out something interesting. Before a developer writes the first line of code, something else usually happens....

Software engineering is full of decisions. Some are tiny. Which variable should be renamed? Which function should own this responsibility? Should this query be cached? Should this endpoint return a list or a paginated response? Others are muc...

The productivity claims about AI coding assistants are real, and nobody who uses them daily needs a study to believe it. What changed in the last year is that enough generated code has shipped for people to start counting the other side of the ledger...

Jev AI is a decision model and API for software teams. Provide text or structured data, define typed questions, and get clear results with probabilities that your application can use. Use Jev AI for tasks such as classification, routing, scoring, and...

Most of us here already have the skill that makes a side hustle easy to start, since we write code for a living. The hard part is not the idea, it is picking something that still fits your week after a full day of shipping at work. Start With Honest...

If you follow AI safety, you know the uncomfortable truth: modern LLM guardrails are failing not because of complex zero-day exploits, but because of sloppy heuristics, brittle filters, and naive prompt-matching. We built AURA to be pragmatic: deter...

Direct answer: a small site should use programmatic SEO only when every publishable row represents a distinct entity or situation, answers a repeatable user job, and contains enough verified data to make its page independently useful. A shared layout...

I find Ctrl+C surprisingly non-ergonomic, and the problem goes far beyond a single shortcut. Programming usually involves thousands of small editing operations every day: copying, pasting, undoing, moving the cursor, navigating by word, jumping to t...

title: I built an RPG that teaches Claude Code by making you actually use it published: true description: claude-quest is an in-terminal RPG for learning the Claude Code CLI. missions live in real sandbox directories, and progress is graded by check...

Debugging 6.5 Million PM2 Restarts: Stabilizing MyZubster Sepolia and I-ECO-01 Today I completed a significant infrastructure debugging session across the MyZubster Sepolia E2E environment and the I-ECO-01 / UrbanLab backend. What initially looked...

Agencies do not buy one PageSpeed product and stop. They assemble a pagespeed monitoring stack for agencies: a small set of jobs that must stay reliable when the roster hits twenty sites and the account team still needs a monthly story. The question ...

A one-line request hides a dozen decisions you never made. > TL;DR: Force the AI to ask about the decisions you left out before it builds anything /megaplan. Common Mistake ❌ You type a one-line request like build a site to monitor AI progress and...

Day 2 of restarting my journey toward becoming an AI FDE Forward Deployed Engineer. It's only the second day, but I wanted to keep documenting what I'm actually doing — even when the progress isn't huge. Today, I completed the Week 1 module of the ...

Introduction If you’ve ever built an application that worked perfectly on your computer but failed on another machine, then you’ve experienced one of the biggest problems in software development “inconsistent environments”. Maybe your project depe...

> A practical guide to scaling your database infrastructure horizontally. Learn how to shard your data, optimize query routing, and build a distributed multi-tenant architecture using Postgres, Citus and Docker. Prerequisites What do you need to fo...