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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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Building AI Is Only Half the Challenge
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Building AI Is Only Half the Challenge

#ai #machinelearning #softwaredevelopment #automation
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1 min read
AI Models Face More Than Traditional Cyber Threats
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AI Models Face More Than Traditional Cyber Threats

#ai #cybersecurity #machinelearning #security
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1 min read
Vibe Coding Is Fast. Production Engineering Is Different.
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Vibe Coding Is Fast. Production Engineering Is Different.

#ai #softwaredevelopment #coding #programming
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1 min read
Docs as Data: Why AI Changes How We Write Documentation
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Docs as Data: Why AI Changes How We Write Documentation

#ai #documentation #webdev #machinelearning
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2 min read
Building a Career as a Deep Learning Engineer
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Building a Career as a Deep Learning Engineer

#ai #machinelearning #deeplearning #career
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1 min read
AI Is Making Sprint Planning Smarter
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AI Is Making Sprint Planning Smarter

#ai #agile #softwaredevelopment #productivity
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1 min read
AI SecOps Automation
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AI SecOps Automation

#ai #cybersecurity #devsecops #security
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1 min read
GitHub Copilot vs Cursor vs Claude Code: Choosing the Right AI Coding Assistant
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GitHub Copilot vs Cursor vs Claude Code: Choosing the Right AI Coding Assistant

#ai #programming #softwaredevelopment #productivity
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2 min read
AI Generated Content Detection Is Not as Simple as It Sounds
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AI Generated Content Detection Is Not as Simple as It Sounds

#ai #machinelearning #cybersecurity #webdev
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1 min read
Building an AI Factory: The Foundation for Scalable Enterprise AI
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Building an AI Factory: The Foundation for Scalable Enterprise AI

#ai #machinelearning #devops #architecture
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2 min read
Managing AI Vendors as a Project Manager
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Managing AI Vendors as a Project Manager

#ai #projectmanagement #machinelearning #productivity
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1 min read
PromptFlux and LLM-Aware Malware: AI Is Changing Cybersecurity
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PromptFlux and LLM-Aware Malware: AI Is Changing Cybersecurity

#ai #cybersecurity #llm #security
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1 min read
AI-Native Testing Is Changing How We Validate Software
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AI-Native Testing Is Changing How We Validate Software

#ai #testing #qualityassurance #softwareengineering
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2 min read
Writing for Domain-Specific LLMs: Why Documentation Is Becoming an AI Asset
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Writing for Domain-Specific LLMs: Why Documentation Is Becoming an AI Asset

#ai #devrel #llm #documentation
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2 min read
Machine Learning Engineer vs Data Scientist: Understanding the Difference
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Machine Learning Engineer vs Data Scientist: Understanding the Difference

#ai #machinelearning #datascience #mlops
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2 min read
AI Project Risk Register Automation
scott_mcmahan_d085ae6e508 profile

AI Project Risk Register Automation

#ai #projectmanagement #riskmanagement #automation
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2 min read
Agentic AI Threat Modeling: A New Security Challenge for Developers
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Agentic AI Threat Modeling: A New Security Challenge for Developers

#cybersecurity #agenticai #threatmodeling #ai
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2 min read
Domain-Specific LLMs Are Changing AI Code Generation
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Domain-Specific LLMs Are Changing AI Code Generation

#ai #llm #webdev #programming
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2 min read
API Documentation in the Age of AI
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API Documentation in the Age of AI

#api #devrel #ai #documentation
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2 min read
AI Infrastructure Engineers: The Hidden Force Behind Enterprise AI
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AI Infrastructure Engineers: The Hidden Force Behind Enterprise AI

#ai #machinelearning #devops #cloudcomputing
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2 min read
Using AI for Stakeholder Analysis
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Using AI for Stakeholder Analysis

#ai #projectmanagement #leadership #productivity
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2 min read
How AI Attackers Are Using Agents
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How AI Attackers Are Using Agents

#ai #cybersecurity #security #machinelearning
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2 min read
How AI Is Restructuring Software Engineering Teams
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How AI Is Restructuring Software Engineering Teams

#ai #softwareengineering #agents #productivity
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2 min read
Technical Writers Can Use AI Agents Today
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Technical Writers Can Use AI Agents Today

#devrel #ai #documentation #productivity
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2 min read
Domain-Specific LLMs for Data Science
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Domain-Specific LLMs for Data Science

#ai #datascience #llm #machinelearning
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2 min read
Multi-Agent Workflows in Project Management
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Multi-Agent Workflows in Project Management

#ai #projectmanagement #productivity #automation
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2 min read
AI Security Platforms Explained
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AI Security Platforms Explained

#ai #cybersecurity #machinelearning #security
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1 min read
Confidential Computing for Developers
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Confidential Computing for Developers

#security #cloud #programming #devops
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2 min read
Technical Writing for AI Products
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Technical Writing for AI Products

#ai #devrel #documentation
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2 min read
Multi-Agent Systems Are Changing Data Engineering
scott_mcmahan_d085ae6e508 profile

Multi-Agent Systems Are Changing Data Engineering

#ai #machinelearning #datascience #automation
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2 min read
AI Is Redefining the PMO
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AI Is Redefining the PMO

#ai #projectmanagement #pmo
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2 min read
Digital Provenance for Security Teams
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Digital Provenance for Security Teams

#ai #cybersecurity #infosec #security
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2 min read
Multi-Agent AI Systems Are Becoming the Future of AI Engineering
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Multi-Agent AI Systems Are Becoming the Future of AI Engineering

#ai #machinelearning #llm #mutliagentsystems
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2 min read
AI Disinformation Is Becoming a Technical and Security Challenge
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AI Disinformation Is Becoming a Technical and Security Challenge

#ai #cybersecurity #machinelearning #webdev
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1 min read
Agentic AI Is Changing the Future of Data Science
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Agentic AI Is Changing the Future of Data Science

#ai #agents #datascience #analytics
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1 min read
AI Projects Are Harder Than Most Teams Expect
scott_mcmahan_d085ae6e508 profile

AI Projects Are Harder Than Most Teams Expect

#ai #machinelearning #projectmanagement #productivity
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1 min read
AI-Generated Disinformation Is Becoming a Cybersecurity Crisis
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AI-Generated Disinformation Is Becoming a Cybersecurity Crisis

#ai #cybersecurity #disinformation #deepfakes
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1 min read
Agentic Coding Is Pushing AI Beyond Autocomplete
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Agentic Coding Is Pushing AI Beyond Autocomplete

#ai #coding #softwareengineering #softwaredevelopment
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2 min read
AI Content Authenticity and the Future of Digital Trust
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AI Content Authenticity and the Future of Digital Trust

#ai #generativeai #machinelearning
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2 min read
NLP Engineering Is Reshaping Modern AI Development
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NLP Engineering Is Reshaping Modern AI Development

#ai #nlp #machinelearning #softwareengineering
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1 min read
Agentic AI Is Reshaping Project Management
scott_mcmahan_d085ae6e508 profile

Agentic AI Is Reshaping Project Management

#ai #projectmanagement #automation #productivity
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1 min read
Preemptive Cybersecurity Is Changing Enterprise Security
scott_mcmahan_d085ae6e508 profile

Preemptive Cybersecurity Is Changing Enterprise Security

#ai #cybersecurity #security #machinelearning
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2 min read
AI-Native Development Platforms Are Redefining Software Delivery
scott_mcmahan_d085ae6e508 profile

AI-Native Development Platforms Are Redefining Software Delivery

#ai #softwareengineering #development #devops
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2 min read
AI Overviews Are Changing SEO and Content Development
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AI Overviews Are Changing SEO and Content Development

#ai #seo #webdev #devrel
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1 min read
AI Data Engineering Is Reshaping the Future of Tech Careers
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AI Data Engineering Is Reshaping the Future of Tech Careers

#ai #dataengineering #career #mlops
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2 min read
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
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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
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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
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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
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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
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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
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