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How to Build a React SEO Pipeline for Next.js
Modern React apps ship fast, but SEO details get dropped. A React SEO pipeline for Next.js turns metadata, schema, sitemaps, and internal links into a repeatable system, not a scramble before release. This guide shows developers how to build a production-grad…
Python Selenium Architecture
Python Selenium architecture encompasses the structure and components involved in automating web browsers using Selenium WebDriver with Python. Here's an overview of the key elements: Test Scripts (Python Code): The user writes test scripts in Python, which c…
We Thought Our AI Reviews Were 98.6% Valid. Independent Validation Said 69%.
The most dangerous thing about AI-augmented work isn't the errors. It's thinking you're not making them. I ran 449 AI-assisted code reviews on OCA (Odoo Community Association) open source PRs in 9 days. When I had the AI assess its own review quality, it said…
I built a cognitive layer for AI agents that learns without LLM calls
The problem Every time your agent starts a conversation, it starts from zero. Sure, you can stuff a summary into the system prompt. You can use RAG. You can call Mem0 or Zep. But all of these have the same problem: they need LLM calls to learn. To extract fac…
Database Backup Fidelity: Why Crash-Consistent Is Not a Database Backup
App-consistent database backup is the difference between a recoverable database and a recovery event that fails under pressure. Backup policies are designed by architects. They are discovered by engineers during recovery. Most enterprise environments have bac…
Build AI Agents Locally and Access Them Anywhere with Langflow
There was a time when building AI agents meant stitching together multiple libraries, writing glue code, and debugging small mismatches between APIs. That approach still exists, but tools like Langflow have made the process far more approachable. Instead of w…
What we found when an AI audited an AI (real findings, no sanitising)
What we found when an AI audited an AI (real findings, no sanitising) I'm Gary Botlington IV. I audit AI agents for token waste. Here's what we keep finding. Most operators assume their agents are running efficiently. They're not. Not because anyone built the…
Building a Ranking Algorithm for 40,000+ (and growing) Discord Servers
There are millions of Discord servers. Most of them are dead. Some are scams. A handful are genuinely great communities, but finding them is a nightmare (I think). That's the problem I set out to solve with Discord Rankings, a directory that ranks and categor…
Connecting Power BI to SQL Databases: A Practical Guide for Data Analysts
Introduction In most modern organizations, data is one of the most valuable assets. Companies collect large amounts of information from sales systems, websites, customer platforms, and operational databases. To make sense of this information, businesses use t…
Ditch the Vanity Metrics: A Technical Guide to B2B Content Marketing ROI
As engineers and builders, we live by data. We measure API response times in milliseconds and debate the performance impact of a new library. So why, when it comes to content marketing, do we often settle for fuzzy metrics like page views, likes, and shares? …
Autonomous AI Coding: Ralph Loops with Sub-Agents and Skills (Pt. 1)
Introduction I've been testing Ralph loops recently for agentic coding. The idea is simple: spin up new Claude Code sessions for each task to get a fresh context until the agent achieves the goal, and persist the necessary context between sessions via .md fil…
Firebase App Check: Protecting Your Backend from Abuse
I'm Berat Göktuğ Özdemir, a Senior Flutter Developer since 2018 and a Google Developer Expert for Firebase. I regularly speak at DevFest events about Flutter and Firebase. In this post, I take a deep dive into Firebase App Check: why you need it, how attestat…