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Scott McMahan

I’m a technical writer with a data-analysis mindset, specializing in AI-augmented workflows. I turn complex systems into clear documentation and help teams adopt AI in ways that boost productivity whi

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AI Agile Transformation Is Reshaping Enterprise Operations
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AI Agile Transformation Is Reshaping Enterprise Operations

#ai #agile #automation #productivity
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2 min read
AI Red Team Testing Is Becoming Critical for Modern AI Systems
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AI Red Team Testing Is Becoming Critical for Modern AI Systems

#ai #cybersecurity #machinelearning #security
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2 min read
AI Is Changing What Full-Stack Development Means
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AI Is Changing What Full-Stack Development Means

#ai #fullstack #softwareengineering #programming
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2 min read
AI Adoption Is Accelerating
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AI Adoption Is Accelerating

#ai #technicaldocumentation #machinelearning #devops
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3 min read
Why AI Projects Break After Deployment
scott_mcmahan_d085ae6e508 profile

Why AI Projects Break After Deployment

#ai #machinelearning #datascience #dataengineering
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2 min read
AI Isn’t the Problem. Scaling It Is.
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AI Isn’t the Problem. Scaling It Is.

#ai #aistrategy #aiscaling #enterpriseai
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2 min read
Stop Missing Threats Hiding in Plain Sight
scott_mcmahan_d085ae6e508 profile

Stop Missing Threats Hiding in Plain Sight

#ai #cybersecurity #networking #security
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2 min read
Most People Fail AI System Design Interviews for the Same Reason
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Most People Fail AI System Design Interviews for the Same Reason

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1 min read
Your AI Strategy Is Only as Strong as Your Content Structure
scott_mcmahan_d085ae6e508 profile

Your AI Strategy Is Only as Strong as Your Content Structure

#ai #structuredauthoring #contentstrategy #documentation
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2 min read
AI Without Ethics Will Fail at Scale
scott_mcmahan_d085ae6e508 profile

AI Without Ethics Will Fail at Scale

#ai #dataethics #datascience #responsibleai
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2 min read
AI Projects Are Failing for One Reason: No Governance
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AI Projects Are Failing for One Reason: No Governance

#ai #machinelearning #datagovernance #devops
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2 min read
AI Security Automation Is Not About Speed
scott_mcmahan_d085ae6e508 profile

AI Security Automation Is Not About Speed

#ai #cybersecurity #security #automation
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2 min read
Microservices Without Workflows Are Just Distributed Chaos
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Microservices Without Workflows Are Just Distributed Chaos

#microservices #devops #architecture #backend
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2 min read
AI Documentation Metrics Are Becoming Critical Infrastructure
scott_mcmahan_d085ae6e508 profile

AI Documentation Metrics Are Becoming Critical Infrastructure

#ai #documentation #devops #softwareengineering
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2 min read
Predictive Analytics That Does Not Ship Does Not Matter
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Predictive Analytics That Does Not Ship Does Not Matter

#ai #datascience #predictiveanalytics #mlops
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1 min read
Your Teams Are Using AI in Silos and It's Quietly Killing Your Productivity
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Your Teams Are Using AI in Silos and It's Quietly Killing Your Productivity

#ai #productivity #teamwork #softwaredevelopment
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2 min read
AI Cloud Security Is Broken. Here Is How to Fix It.
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AI Cloud Security Is Broken. Here Is How to Fix It.

#security #cloud #ai #devops
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2 min read
AI Is Coming for Your CI Pipeline. That's a Good Thing.
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AI Is Coming for Your CI Pipeline. That's a Good Thing.

#devops #ai #cicd #automation
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2 min read
AI Is Writing Your Code Docs, Blog Posts, and Technical Content. What Happens When It Gets It Wrong?
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AI Is Writing Your Code Docs, Blog Posts, and Technical Content. What Happens When It Gets It Wrong?

#ai #governance #devops #programming
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1 min read
Why AI Time Series Forecasting Is Worth Your Attention Right Now
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Why AI Time Series Forecasting Is Worth Your Attention Right Now

#ai #machinelearning #datascience #timeseries
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3 min read
Your KPIs Are Already Too Late
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Your KPIs Are Already Too Late

#ai #projectmanagement #datascience #businessintelligence
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2 min read
Hackers Are Not Breaking In Anymore; They Are Logging In
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Hackers Are Not Breaking In Anymore; They Are Logging In

#ai #cybersecurity #security #identity
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2 min read
Your AI Architecture Is Probably Doing Too Much
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Your AI Architecture Is Probably Doing Too Much

#ai #architecture #backend #systemdesign
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2 min read
Your AI Is a Black Box Because You Didn’t Document It
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Your AI Is a Black Box Because You Didn’t Document It

#ai #machinelearning #softwareengineering
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2 min read
AI Data Pipeline Optimization: Why Most AI Data Pipelines Are Quietly Failing
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AI Data Pipeline Optimization: Why Most AI Data Pipelines Are Quietly Failing

#ai #dataengineering #mlops #datascience
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2 min read
AI Knows Your Project Budget Will Fail Before You Do
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AI Knows Your Project Budget Will Fail Before You Do

#ai #projectmanagement #finops #softwaredevelopment
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2 min read
AI Is Creating Security Failures You Cannot See
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AI Is Creating Security Failures You Cannot See

#ai #cybersecurity #machinelearning #security
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1 min read
AI Doesn’t Crash. It Gets Worse
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AI Doesn’t Crash. It Gets Worse

#ai #machinelearning #softwareengineering #devops
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2 min read
API Documentation Is Now Part of the AI Stack
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API Documentation Is Now Part of the AI Stack

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2 min read
AI Is Changing Experimentation in Data Science
scott_mcmahan_d085ae6e508 profile

AI Is Changing Experimentation in Data Science

#ai #datascience #analytics #experimentation
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2 min read
Your Project Risk Log Is Already Outdated
scott_mcmahan_d085ae6e508 profile

Your Project Risk Log Is Already Outdated

#ai #projectmangement #riskmanagement #automation
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2 min read
AI Threat Intelligence Models Are Changing Cybersecurity Operations
scott_mcmahan_d085ae6e508 profile

AI Threat Intelligence Models Are Changing Cybersecurity Operations

#cybersecurity #ai #machinelearning #infosec
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1 min read
AI Code Review Needs to Catch Up
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AI Code Review Needs to Catch Up

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2 min read
How AI Is Transforming the PMO
scott_mcmahan_d085ae6e508 profile

How AI Is Transforming the PMO

#ai #productivity #devops #software
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2 min read
AI Incident Response Integration Is No Longer Optional
scott_mcmahan_d085ae6e508 profile

AI Incident Response Integration Is No Longer Optional

#ai #cybersecurity #incidentresponse #security
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2 min read
AI Is Making Code Faster to Write. But Is It Making It Faster to Run?
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AI Is Making Code Faster to Write. But Is It Making It Faster to Run?

#ai #softwaredevelopment #performance #programming
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2 min read
Your AI Isn’t Broken. Your Knowledge Base Is.
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Your AI Isn’t Broken. Your Knowledge Base Is.

#ai #machinelearning #datascience #softwaredevelopment
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2 min read
AI Models Don’t Break. They Drift.
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AI Models Don’t Break. They Drift.

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1 min read
Building AI Systems Without Security Controls Is a Huge Mistake
scott_mcmahan_d085ae6e508 profile

Building AI Systems Without Security Controls Is a Huge Mistake

#ai #cybersecurity #security #machinelearning
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1 min read
Legacy Code Is Slowing Your Team Down (AI Might Help)
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Legacy Code Is Slowing Your Team Down (AI Might Help)

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2 min read
AI Documentation Review Process for Faster, Smarter Workflows
scott_mcmahan_d085ae6e508 profile

AI Documentation Review Process for Faster, Smarter Workflows

#documentation #devrel #ai #productivity
1
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1 min read
Why Better Features Still Beat Better Models in Machine Learning
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Why Better Features Still Beat Better Models in Machine Learning

#datascience #machinelearning #ai #mlops
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3 min read
AI Resource Forecasting for Agile Teams
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AI Resource Forecasting for Agile Teams

#agile #ai #productivity #softwaredevelopment
1
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2 min read
AI Threat Detection Engineering and the Future of Security Operations
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AI Threat Detection Engineering and the Future of Security Operations

#ai #cybersecurity #machinelearning #infosec
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1 min read
How AI Can Help With Software Architecture Planning
scott_mcmahan_d085ae6e508 profile

How AI Can Help With Software Architecture Planning

#ai #architecture #softwareengineering #systemdesign
2
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2 min read
AI Documentation Automation Without Hallucinations: How to Move Faster and Stay Accurate
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AI Documentation Automation Without Hallucinations: How to Move Faster and Stay Accurate

#ai #documentation #devrel #devops
2
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2 min read
AI Is Changing the Data Science Workflow (Not Just the Tools)
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AI Is Changing the Data Science Workflow (Not Just the Tools)

#ai #datascience #machinelearning #python
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2 min read
From Technical Writer to Knowledge Architect: the AI Era Career Upgrade
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From Technical Writer to Knowledge Architect: the AI Era Career Upgrade

#devrel #productivity #writing #ai
2
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2 min read
Claude Code Security Is Here: What It Changes for Secure Code Reviews
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Claude Code Security Is Here: What It Changes for Secure Code Reviews

#programming #ai #security #devops
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1 min read
The technical writing skills employers want most (2026)
scott_mcmahan_d085ae6e508 profile

The technical writing skills employers want most (2026)

#technicalwriting #documentation #career #ai
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1 min read
Developer Skills AI Can’t Automate (Even If It Writes Your Code)
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Developer Skills AI Can’t Automate (Even If It Writes Your Code)

#ai #softwareengineering #career #programming
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2 min read
Prompt Injection Is the “Social Engineering” of AI Apps
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Prompt Injection Is the “Social Engineering” of AI Apps

#ai #cybersecurity #security #programming
1
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2 min read
Will AI Replace Software Developers? Not Exactly.
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Will AI Replace Software Developers? Not Exactly.

#ai #softwaredevelopment #programming #careeradvice
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1 min read
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