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From Earth to the Moon: Designing Adaptive Workflows for AI-Driven Systems

Micah Tinklepaugh
1 min readFeb 12, 2025

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Why AI-Driven Adaptive Mapping Matters

Modern mapping and security tools aren’t designed for real-time decision-making. They’re static, fragmented, and fail to adapt to fast-changing environments — whether in aviation, logistics, or space exploration.

Key Takeaways:

1️⃣ UX Bottlenecks Are Slowing AI Adoption. Fragmented workflows & legacy systems make AI-driven mapping unreliable.
2️⃣ Regulatory & Security Compliance Can’t Keep Up. AI-powered decision-making requires new standards for trust, accessibility, and compliance.
3️⃣ Organizations That Solve UX Gaps First Will Lead. The future of AI-driven risk intelligence depends on real-time, adaptive mapping workflows.

💡 What’s Next?

I’m refining this concept based on industry feedback from Esri and others. If you’re working on adaptive mapping, AI-driven security, or compliance UX, I’d love to hear your thoughts.

🚀 Follow for updates as I refine this research.

📢 What’s Next? Let’s collaborate! Read My Memo.

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Micah Tinklepaugh
Micah Tinklepaugh

Written by Micah Tinklepaugh

Product Designer studying Aerospace Engineering so I can get myself to Mars. No, really.

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