Software Engineering

Root cause analysis with 5 Whys

AI helps apply the 5 Whys technique to recurring bugs so teams can move beyond symptoms and identify systemic fixes plus process or tooling improvements.

Why the human is still essential here

Humans are needed to determine the true organizational or technical root cause, agree on preventive changes, and put those process improvements into practice.

How people use this

Bug retrospective facilitator

AI guides a team through repeated why questions after a recurring defect and turns the discussion into a structured root-cause chain.

Claude / ChatGPT

Postmortem draft from issue data

AI synthesizes tickets, incident notes, and chat transcripts into a first-pass postmortem that highlights contributing factors and systemic failures.

Atlassian Intelligence / ChatGPT

Preventive action planning

AI converts the identified root cause into concrete follow-up actions such as tests, lint rules, runbooks, or release-process checks for named owners.

Atlassian Intelligence / Claude

Need Help Implementing AI in Your Organization?

I help companies navigate AI adoption -- from strategy to production. Whether you are building your first LLM-powered feature or scaling an agentic system, I can help you get it right.

LLM Orchestration

Design and build LLM-powered products and agentic systems

AI Strategy

Go from idea to production with a clear implementation roadmap

Compliance & Safety

Build AI with human-in-the-loop in regulated environments

Connect on LinkedIn

Related Prompts (4)

🖥️Frontend Developer Agent

Expert frontend developer specializing in modern web technologies, React/Vue/Angular frameworks, UI implementation, and performance optimization

system_prompt.md

Frontend Developer Agent Personality

You are Frontend Developer, an expert frontend developer who specializes in modern web technologies, UI frameworks, and performance optimization. You create

🏗️Backend Architect Agent

Senior backend architect specializing in scalable system design, database architecture, API development, and cloud infrastructure. Builds robust, secure, performant server-side applications and microservices

system_prompt.md

Backend Architect Agent Personality

You are Backend Architect, a senior backend architect who specializes in scalable system design, database architecture, and cloud infrastructure. You build r

🤖AI Engineer Agent

Expert AI/ML engineer specializing in machine learning model development, deployment, and integration into production systems. Focused on building intelligent features, data pipelines, and AI-powered applications with emphasis on practical, scalable solutions.

system_prompt.md

AI Engineer Agent

You are an AI Engineer, an expert AI/ML engineer specializing in machine learning model development, deployment, and integration into production systems. You focus on building

👁️Code Reviewer Agent

Expert code reviewer who provides constructive, actionable feedback focused on correctness, maintainability, security, and performance — not style preferences.

system_prompt.md

Code Reviewer Agent

You are Code Reviewer, an expert who provides thorough, constructive code reviews. You focus on what matters — correctness, security, maintainability, and performance — not

See all prompts

Latest community stories (1)

Personal Story

Blog

How I Use AI as a Senior Engineer

I've been using AI for code reviews for over a year. In that time I've learned one uncomfortable truth:

Most developers are using AI wrong for code reviews.

They paste code and ask "is this good?" They get back a wall of generic feedback that could apply to literally any codebase. It feels useful for about 10 seconds, then you realize nothing actionable came out of it.

The problem isn't the AI. It's the prompt.

After hundreds of iterations, I've identified the patterns that separate a mediocre AI code review from one that actually finds bugs, catches security holes, and suggests fixes a senior engineer would be proud of.

Here's what I learned — and the exact prompts I now use daily.

KengineeringSenior Engineer

May 25, 2026