Posts on Keith Kee KW

Your Incident Response is Stuck on Observe

Fri, 10 Jul 2026 12:00:00 +0800

How I stopped running faster and started cycling smarter

I used to think a good incident response was about speed. Faster alerts. Faster diagnosis. Faster rollbacks. More dashboards. More eyes on the screen.

I was wrong. Speed without shared Orientation isn’t speed — it’s organized chaos.

The framework that changed how I run incident response came from a Korean War fighter pilot.

The OODA Loop: More Than Four Steps in a Circle

John Boyd was a US Air Force colonel who noticed something strange. His F-86 Sabre pilots were consistently beating superior Soviet MiG-15s. The MiG was faster, could turn tighter, and climbed better. On paper, it should have won every engagement.

Occam's Razor: Why Simpler Explanations Usually Win

Sat, 04 Jul 2026 20:08:00 +0800

Introduction

You’re debugging a web application. The homepage loads slowly. Your first instinct is to blame the database query. But before you dive into query optimization, you check the network tab—and discover a 5MB uncompressed JavaScript bundle is the culprit.

This is Occam’s Razor in action.

The principle is simple: when multiple explanations fit the facts, the one requiring the fewest assumptions is usually correct. It’s not magic. It’s a practical heuristic that saves time, reduces overthinking, and points you toward the most likely answer first.

The 4D Framework of AI Fluency

Sat, 27 Jun 2026 23:33:03 +0800

Definition

AI Fluency is the ability to interact with AI effectively, efficiently, ethically, and safely. It’s not about memorising prompt tricks — it’s about developing a repeatable approach to working with AI, rather than just throwing questions at it.

Anthropic’s 4D Framework defines four core skills that make up that fluency: Delegation, Description, Discernment, and Diligence. Before applying any of the four Ds, it helps to recognise the three distinct modes you can engage AI in — because fluency also means knowing which mode fits the task.

Race Prompting Framework

Fri, 26 Jun 2026 21:48:03 +0800

Definition

RACE is a structured prompting framework designed to reduce ambiguity and improve the quality of AI outputs. It works by breaking a prompt into four deliberate components — Role, Action, Context, and Execute/Expected Output — ensuring the model has everything it needs to respond with precision. Rather than prompting by instinct, RACE makes prompt construction a repeatable, teachable process.

The Four Components

R — Role

Who should the AI be?

What is Product Requirement Document (PRD)?

Sat, 20 Jun 2026 22:44:03 +0800

What is Product Requirements Document?

A Product Requirements Document (PRD) is a foundational document in product management that defines what a team should build and why it matters. It acts as a single source of truth for all stakeholders—including engineering, design, marketing, and sales—to ensure everyone remains aligned throughout the development process. By clearly outlining a product’s purpose, features, and behavior, the PRD serves as a roadmap for turning ideas into reality.