AI Assisted Development
AI Code Review Best Practices: 11 Proven Diff Checks
Snippets were one thing. Generated pull requests are another. The shift turned ai code review best practices into a survival skill. An agent can open a diff.
Engineering Insights & Architecture
SOVEL Engineering & Insights
Architecture notes, systems methodology, release breakdowns, and verified engineering practices from the SOVEL workbench.
WordPress Development
AI Workflow for WordPress Plugin Development: 9 Real Stages
An ai workflow for wordpress plugin development is a fixed sequence of stages. It turns a fuzzy idea into a plugin you can hand to a stranger without flinching.
Software Engineering
AI Generated Code Dependency Errors: 7 Fixes That Stick
AI generated code dependency errors do not announce themselves as errors. The demo runs. Then update day arrives, or a teammate rebuilds. The list page repeats.
AI Workflow Design
AI Coding API Cost Control: 9 Smart Ways to Stay in Budget
AI coding api cost control starts the day you stop asking what a prompt costs and start asking what a finished task costs. I learned that the expensive way.
AI Assisted Development
Vibe Coding Problems: 9 Ways Builds Fall Apart After Demo
Nine vibe coding problems explain why the app that won the demo falls apart on its first real user. I build with AI every day. The problem was never the model.
Software Engineering
AI Code Security Review: 9 Essential Checks Before You Merge
An ai code security review answers the question developers search after an agent hands over its work. Is AI generated code secure? The honest answer is no.
AI Workflow Design
Spec Driven Development With AI: 8 Proven Rules
Spec driven development with ai means you write the contract before the agent writes the code. No vibes, no chat summaries. A short versioned file naming.
AI Workflow Design
AI Coding Session Handoff: 7 Real Steps That Save Your Work
An ai coding session handoff is the small ritual that moves live work out of a dying chat and into a fresh one without losing the thread. You checkpoint.
AI Assisted Development
Stop AI Coding Agents Editing Unrelated Files: 8 Proven Rules
Blunt question, straight from the forums: how do you stop ai coding agents editing unrelated files? A builder asks for one fix in one file. The agent ships.
AI Workflow Design
AI Software Release Checklist: 12 Real Checks Before You Ship
A 12-check AI software release checklist turns release day into a repeatable preflight. You verify the canonical source, trace requirements to tests, scan.