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New AI Versions Often Introduce Technical Debt
AI Strategy

New AI Versions Often Introduce Technical Debt

Each new AI model promises better reasoning and performance, but upgrading introduces hidden costs. Learn when to upgrade and when simplicity wins.

Jason Capshaw
Jason Capshaw
5 min read·Jan 15, 2026
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When a Genius Toddler Is In Charge
Article

When a Genius Toddler Is In Charge

AI doesn't need autonomy to shift the balance of cybersecurity—just help that never gets tired. The real question isn't whether a genius toddler should exist, but how often we let it roam free.

Jason Capshaw
Jason Capshaw
8 min read·Dec 14, 2024