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From Possible to Probable AI Models

Towards Data Science Sara A. Metwalli May 20, 2026
From Possible to Probable AI Models
AI Summary— plain English for professionals

# From Possible to Probable AI Models Building AI that actually works reliably is harder than just building AI that *could* work—engineers need to move beyond creating models that merely function to creating ones that consistently produce trustworthy results in real-world situations. The real challenge isn't proving an AI system is theoretically possible, but proving it will perform dependably when it matters most. This means focusing less on what AI can do in controlled lab settings and more on what it will actually do when businesses and people depend on it.

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