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7.8
@SketchingWonders
Data Scientist still experimenting
AI Fluency Score
7.8/10
Assessed 11/28/2025
Velocity
Legacy AI Cred score
This score uses an earlier AI Cred rubric. The dimension labels below match that rubric.
Prompt Mastery
7.2
out of 10
Technical Understanding
9.0
out of 10
Critical Evaluation
8.5
out of 10
Practical Application
8.0
out of 10
Workflow Design
7.0
out of 10
Generated 12/1/2025
Ashley Sheaffer is a data scientist with 3 years of hands-on AI experience, bridging security research and practical implementation.
She builds agentic AI systems, conducts adversarial testing to expose model vulnerabilities, and maintains a multi-tool validation strategy that catches what single models miss. Her security intuition—honed through formal research on package hallucination attacks and prompt injection risks—gives her an edge most practitioners lack: she knows exactly where AI breaks.
These capabilities position her to lead AI adoption where trust and verification matter most. She's equipped to build systems that are not just functional but defensible.
Despite describing herself as "relatively new," her trajectory tells a different story entirely.