Managing Enterprise AI Coding Costs
A guide for IT administrators managing Claude, Codex, and GitHub Copilot costs, user selection, budget limits, adoption, and monthly license reviews.
Governance
37 posts with the tag “Governance”
What Is SkillOps? Agent Skill Operations and Maintenance at Google
Using Google's published approach to building, testing, and scaling Agent Skills, this article explains SkillOps maintenance, comparative evaluation, and ownership.
Codex Memories and AGENTS.md: Where to Keep Information and Rules
Learn which preferences and cautions belong in Codex Memories, which mandatory rules belong in AGENTS.md, and when to stop or review memory use and generation.
Copyright and Publication Responsibility in AI-Assisted Writing
A summary of copyright, responsibility, and reader disclosure policy when using AI as a writing support tool.
A 12-Step Pre-Publication Review for AI Drafts
A twelve-stage review for AI-drafted blog posts that separates structural checks from human approval and prevents the creating AI from approving its own draft.
AWS AI BPR: A Strength-Based Workflow for Process Redesign
A plain-language information summary of AWS AI BPR, its four strength-based steps, and the questions to consider when evaluating it for AI projects.
What Is Vibe Coding? Capabilities and Human Review Boundaries
A clear distinction between Vibe Coding and broader AI-assisted development, plus the human review needed for prototypes and production use.
Approval Gates for AI Agent Build Commands
A record of how a production build command ran while I was asking AI to make a separate change, and the approval-required rule I put in place afterward.
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.
AI Article Citation Rules: Separating Experience from External Facts
Practical citation rules for AI-assisted blog writing: how to separate personal experience from external facts and decide where references are required.
How to Prevent Unrequested UI Changes in AI Development
While asking AI to add a blog article, I discovered that the navigation layout had also been changed without instruction. This article describes why that happened and how I addressed it with a rule in CLAUDE.md.
How to Build a Blog Writing Skill with Voice and Quality Rules
When I use AI to draft articles, the author's voice can become hard to see. To address this, I defined writing style, prohibited expressions, and E-E-A-T review criteria in my-blog-writing SKILL. This article explains how the skill keeps drafts easier for the author to edit and review.
What Is Spec First? Reducing Rework in AI Implementation
Writing a specification before asking AI to implement reduces mismatches and repeated revisions. This article explains the Spec First principle and what to include in a simple specification.
Three Criteria for Evaluating Harness Engineering Benefits
A three-part framework—repeatability, specificity, and verifiability—for deciding which recurring AI workflow problems belong in a harness.
Review Criteria for Code Created by Coding Agents: Priorities by Change Type
A review table for code created by coding agents, separating external connections, data changes, calculation and transformation logic, and UI code by verification priority.
What Work to Delegate to AI: Three Decision Criteria
A pre-delegation risk check for AI tasks, using reversibility, scope of impact, ease of verification, and the human decisions that should remain under human control.
How to Write CLAUDE.md: Three Types of Effective Instructions
How to write CLAUDE.md to give Claude Code project context, with before-and-after examples and the boundary between guidance and enforcement.