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    Posts by Scott McMahan

    Home » Archives for Scott McMahan » Page 8
    About 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 while protecting quality, trust, and human judgment.
    AI for fraud detection

    AI for Fraud Detection: Machine Learning Patterns With Proven Production Results

    AI for Fraud Detection has moved well past the pilot stage. Banks and fintech companies now run machine learning models on every single transaction, scoring risk in the time it takes a shopper to…
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    Posted by Scott McMahan July 13, 2026
    ai infrastructure engineer career guide

    AI Infrastructure Engineer Career Guide: The $150K Role Most People Overlook

    The AI Infrastructure Engineer Career Guide that most people haven't read yet is the one that leads to one of the most underappreciated and well-compensated roles in the entire AI industry right now. While…
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    Posted by Scott McMahan July 12, 2026
    How to Calculate the True ROI of AI Investments

    How to Calculate the True ROI of AI Investments: A CFO and Board-Ready Framework

    Knowing how to calculate true AI ROI is a top challenge for CFOs and boards in 2026. The reason is simple: standard ROI formulas underestimate both returns and costs when used for AI without…
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    Posted by Scott McMahan July 11, 2026
    how to build a business case for AI

    How to Build a Business Case for AI: Templates That Win Executive Approval

    Knowing how to build a business case for AI is one of the most practically valuable skills a project manager or functional leader can develop in 2026. It is also one of the most…
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    Posted by Scott McMahan July 10, 2026
    how to protect ai models from distillation attacks

    How to Protect AI Models From Distillation Attacks: A Security Team Playbook

    Knowing how to protect AI models from distillation attacks is becoming an essential competency for security teams in 2026. Any organization deploying proprietary AI systems at scale now faces this threat. Distillation attacks work…
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    Posted by Scott McMahan July 9, 2026
    vibe coding in production

    Vibe Coding in Production: What’s Real, What’s Risky, and What to Watch

    Vibe Coding in Production is one of the most genuinely polarizing topics in software engineering right now. The debate is worth taking seriously rather than dismissing as hype on one side or moral panic…
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    Posted by Scott McMahan July 8, 2026
    docs-as-data

    Docs-as-Data: Feeding Your Knowledge Base Into LLMs Without Losing Accuracy

    Docs-as-Data is one of the most important concepts technical writers and knowledge management teams need to understand in 2026. Most organizations, however, are still treating their documentation as a publication problem rather than a…
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    Posted by Scott McMahan July 7, 2026
    deep learning engineer salary and skills

    Deep Learning Engineer Salary and Skills: What Gets You to $220K

    If you want to understand what a Deep Learning Engineer's salary and Skills look like in 2026, the short answer is that the numbers are genuinely impressive. The requirements that unlock the highest compensation…
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    Posted by Scott McMahan July 6, 2026
    deep learning engineer woman

    Deep Learning Engineer: What the $220K Role Actually Requires

    A Deep Learning Engineer role sits among the highest-paid and most technically demanding positions in the entire AI industry, with total compensation frequently ranging from $150,000 to $220,000, depending on the company and seniority.…
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    Posted by Scott McMahan July 5, 2026
    ai-augmented leadership

    AI-Augmented Leadership: How Executives Are Using AI for Faster, Better Decisions

    AI-Augmented Leadership is now the leading management style for executives who want faster, more confident decisions yet still rely on experience and judgment. This approach complements executive intuition by pairing human leadership with AI…
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    Posted by Scott McMahan July 4, 2026

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