Verify Search Console Ownership with Vercel DNS
Find and fix failed Google Search Console TXT verification when a domain is registered externally but its DNS is delegated to Vercel.
Validation
24 posts with the tag “Validation”
WebMCP Explained: How AI Works with a Live Web Page
A beginner-friendly explanation of why WebMCP was proposed, its two ways to describe page features, how it differs from adjacent technologies, and how to test it safely.
AIFX: Creation Records vs. Rights Review
A practical enterprise design that separates AIFX creation records and integrity checks from rights review and human release approval.
Capability CI/CD: Verifying Agent Skills Before Distribution
A practical design for checking the structure, safety, overlap, effectiveness, and source record of an Agent Skill before production distribution.
Verification-First Agents: Validating Answers Through Evidence
A Verification-First design that links claims to evidence as they are produced and independently checks them before action.
Designing Self-Healing Loops for Coding Agents
A practical guide to coding-agent self-healing loops based on 2026 research and official implementations from OpenAI, Google, and GitHub, covering layered verification, stop conditions, permission boundaries, and human approval.
How AI Development Rules Protect Color Accessibility
How I am building a harness to reduce repeated color accessibility issues in UI components created through Vibe Coding, especially across light/dark themes, hover, selected, and focus states.
How prebuild Normalization Prevents Validation-Order Failures
How I reduced recurring Astro build failures by moving automatic normalization into prebuild instead of treating each failure as a one-off fix.
How to Verify AI-Implemented UIs with Playwright
How AI Learning Playground positions Playwright alongside structural checks, URL verification, and human review.
A 12-Step Pre-Publication Review for AI Drafts
When using AI to draft blog posts, I separate structural checks from publication approval and keep new articles out of passed until human review is complete.
Claude Code Hooks: Setup and Automated Check Examples
A plain-language guide to using Claude Code Hooks for repeated checks, including before-versus-after timing, human approval boundaries, and an adoption process.
How to Preserve AI Workflow Decisions in lessons.md
How to record an AI workflow problem, cause, resolution, and prevention in lessons.md as a decision history that later work can verify.
How to Validate AI-Suggested Reference URLs Automatically
AI can suggest reference URL candidates that do not actually exist. This article covers how the URL-checking script for this site works and how it classifies results before human source review.
How to Validate Internal Links Against Public URLs
A file exists in the repository but the link is broken — this happened on this site. Here is why verifying internal links by file path alone is insufficient, and how I addressed it.
Building Validation Scripts with AI to Automate Manual Checks
Manually checking the consistency of configuration files has limits. This article covers the process of building a validation script with AI and why automated detection proved useful.
Automatic learning_time Normalization: Design and Implementation
I updated the learning_time workflow so docs articles normalize reading time during authoring, while dev:check and prebuild keep the same normalization as a safety net.
How to Prevent JA-EN Blog Drift with Structural Checks
This article explains the current workflow for synchronizing English articles from canonical Japanese, using three translation-drift patterns and a two-stage checklist. It separates differences that structural checks can surface from semantic differences that require human judgment.
What Is Harness Engineering? A Three-Layer AI Development System
AI gives different answers to the same question, and it does not remember previous sessions. This article explains how I use the term Harness Engineering for this site's AI operation practices.
How to Detect AI Agent Harness Drift Automatically
How harness drift separates shared rules from tool-specific configuration, and how synchronization checks detect the mismatch earlier.
AI Draft Review Workflow: Automated Checks and Human Judgment
Based on experience checking AI-created drafts with automated review before human review, this article clarifies what automated checks reliably detect and where human judgment remains necessary.