What Is AI-DLC? Understanding AWS's Proposed Approach Through Examples
An explanation of AWS's AI-Driven Development Life Cycle through its current five phases, official examples, enterprise case, and adoption checklist.
AI Coding
14 posts with the tag “AI Coding”
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.
/goal vs /plan in Codex and Claude Code: When to Use Each
Use /goal and /plan in Claude Code and Codex with model guidance, usage budgets, human checkpoints, and document and development workflows.
What Is Generative UI? Architecture, Use Cases, and Constraints
An overview of Generative UI, where the AI generates the interface itself rather than text, covering how it works, use cases in the Vercel AI SDK and Claude, its potential, and points to check before adoption.
Claude Code vs Codex: How to Choose by Workflow Stage
How I choose between Claude Code and Codex in the same repository by comparing discussion, design, implementation, verification, and handoff work.
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.
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.
How to Reduce Claude Code Token Use Without Losing Quality
Seven ways to reduce Claude Code input and output tokens while preserving required context, verification, and safety constraints.
How to Hand Off a Dirty Worktree Between AI Tools
A safe handoff process for uncommitted changes, separating what Codex Local, Worktree, and Cloud environments can see.
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.
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.
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.
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.