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Building Differential Interaction Testing and Researching AI interaction boundaries
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
dit-framework
May 6, 2026 – Present
A boundary-external testing framework for detecting composition instability in AI systems, grounded in the Interaction Boundary Constraint.
View ProjectInteraction-Boundary-DIT
May 4, 2026 – Present
A Black-Box Framework for Detecting Divergence in Outputs Consistent with Potential Composition Stability in AI Systems
View ProjectCultural Fit Analysis
The candidate's personal projects indicate an interest in research and development, particularly in AI testing. This aligns with roles requiring innovation and problem-solving. However, the lack of diverse project types or team-based experience limits a comprehensive cultural fit assessment. The projects are all personal, which doesn't provide insight into collaboration or team dynamics.
Soft Skills & Operational Fit
Insufficient data to assess soft skills or operational fit. No psychometric test results or interview feedback provided.