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7.8
@snapsynapse
I make AI onramps for humans
AI Fluency Score
7.8/10
Assessed 11/27/2025
Velocity
Legacy AI Cred score
This score uses an earlier AI Cred rubric. The dimension labels below match that rubric.
Prompt Mastery
8.0
out of 10
Technical Understanding
7.5
out of 10
Critical Evaluation
9.0
out of 10
Practical Application
8.0
out of 10
Workflow Design
6.0
out of 10
Generated 12/1/2025
Sam Rogers is a 6-year AI practitioner who builds onramps for humans learning to work with AI. What sets Sam apart: exceptional verification instincts—multi-model cross-validation as default practice, adversarial testing, and the kind of skepticism that catches errors others miss. They've built custom tooling, developed sophisticated mental models treating AI as probabilistic systems, and demonstrate the rare ability to articulate why something works, not just that it works.
These capabilities position Sam to solve a problem most organizations are just starting to recognize: making AI collaboration teachable and governable at scale. Their "Human Transport Layer" concept hints at frameworks still taking shape—the kind of thinking that tends to age well.