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The Operator UI Is Dead. Long Live the Role Surface.
Autonomy changes who needs to be in the loop, when, and with what authority.
23 hrs ago
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Ruslan Trifonov
Control Surfaces for AI: The Operator Interface Nobody Budgets For
Autonomy Doesn’t Fail in the Model. It fails where truth is late and actions are irreversible.
Feb 22
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Ruslan Trifonov
Integrating Microsoft Dynamics 365 with Real-World Field Telemetry
Turn noisy field telemetry into predictable, auditable changes in Microsoft Dynamics 365
Feb 5
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Ruslan Trifonov
1
Integration Is Where Autonomy Breaks
Offline isn’t a degraded mode — it’s the real operating environment.
Feb 1
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Ruslan Trifonov
1
January 2026
Controllability at Scale: The Missing North Star for Autonomous Deployments
Autonomy is a capability. Controllability is the requirement that makes autonomy deployable.
Jan 25
•
Ruslan Trifonov
"Old Bob" Problem: Why Field Tech Fails
How to translate tribal knowledge into rules that automation can actually understand.
Jan 18
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Ruslan Trifonov
4
1
1
The Edge Is Where AI Is Actually Tested
What Happens When Automation Meets Ungoverned Reality
Jan 14
•
Ruslan Trifonov
4
Relocating Chaos: Why Automation Pushes Uncertainty to the Edges
How automation shifts disorder from the center to the edges—and why governance must follow
Jan 11
•
Ruslan Trifonov
3
From Chaos to Control: Why the Future of Field Operations Starts with Governance
Field operations are where strategy meets physics.
Jan 3
•
Ruslan Trifonov
3
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