#ai-management

The AI Deployment Gap Nobody Talks About

Every organization wants AI.

When Your AI Agents Write Broken Code: A Four-Layer Accuracy System

Code: github.com/wanleung/ai-dev-team

One Watcher, Any Pipeline: Label-Based Dispatch

Code: github.com/wanleung/ai-dev-team

The Twelfth Skill

Blocky Pipeline: Build Your Own Stage Sequence

Code: github.com/wanleung/ai-dev-team

Write the Test First: TDD Pipeline Mode

In short: The standard pipeline writes code first, then tests. This post covers a TDD mode that flips the order: QA writes tests before the…

Aptimized Achieves ISO/IEC 42001 Certification for AI Management Systems

Artificial Intelligence is rapidly transforming industries, redefining how businesses operate, innovate, and make decisions. As…

The LLM Relay: Pluggable Backends and Auto-Failover

In short: The original pipeline was hardwired to GitHub Models. This post covers how I extracted every LLM backend into its own class with…

What I Learned Building This — and What Comes Next

In short: Seven posts of technical depth, but what does it all mean? This closing post steps back to reflect on the lessons learned, how…

Iterating Toward Quality: Revision Loops for PM and Architect

In short: The first draft is never the best draft — not for requirements, not for system designs. This post covers how the pipeline runs…

Tools, MCP, and RAG: Giving Agents Eyes into the Codebase

In short: Agents that can only read what you put in their prompt are flying blind. This post covers how agents get access to external tools…

Closing the Loop: PR Feedback, Human Review, and Clarification Q&A

In short: A one-way pipeline that can’t respond to feedback is just a code generator. This post covers two features that make the system a…

Launching the National AI Implementation Strategy Project

— A Public Series on AI Governance, Responsibility Infrastructure, and Operational Requirements for the GEO Era

Understanding AEO and GEO: Conditions for AI Information Adoption Through the Lens of the…

As of 2025, search engines have evolved far beyond mere directories of links. With the introduction of features like AI Overviews, Google…

Hard for AI to Replace CAA’s Clients — But Easy to Replace CAA Itself

When Creative Artists Agency (CAA) released its statement this week denouncing OpenAI’s Sora 2 video model, the message was clear: this…

AI Risk Management: McKinsey & Company

Image from https://www.consultancy.uk/firms/mckinsey-company

Five Most Frequently-Asked Questions About ISO/IEC 42001: Artificial Intelligence Management System…

Artificial intelligence (AI) is a disruptive technology being incorporated into more industries and sectors, changing everything from…