Caleb C. Hairston, M.S.

• Developing an interactive diabetes education simulation for Texas Children’s Hospital
• Designing adaptive learning paths and scenario-based progression
• Building analytics pipelines for pediatric learning metrics
• Coordinating validation with UH faculty and clinical collaborators

• Designing website mockups and navigation concepts for nonprofit clinical guidelines
• Exploring read-only, privacy-preserving LLM approaches for document search
• Collaborating with nonprofit leadership and professional designers under security and compliance constraints

• Selected as a biological domain specialist supporting RLHF evaluation pipelines

• Provided feedback on data governance and evaluation protocols during onboarding

• Work conducted under strict NDA

• Engineered biomedical signal-processing pipelines in Python and MATLAB
• Built predictive models for propioception and sensorimotor adaptation
• Created dashboards for longitudinal astronaut health visualization
• Collaborated with NASA scientists on analytical validation

• Conducted AFRL-sponsored SAR disaster segmentation research
• Developed semi-supervised UNet and self-supervised models
• Integrated SpaceNet, Umbra, BRIGHT datasets with active learning loops
• Built geospatial decision engines using XGBoost
• Delivered reproducible research and AFRL documentation

• Built Azure data pipelines for industrial sensor analytics
• Developed Power BI dashboards for operational insights
• Applied predictive analytics for reliability and anomaly detection
• Supported CI/CD automation and secure deployments

• Organization is part of the Rice Alliance network
• Built NLP scoring engines using BERT
• Developed adaptive feedback modules based on rubric scoring
• Designed reinforcement-learning–inspired game mechanics

• Developed STM32-based signal-parsing pipelines for neurotechnology devices
• Streamed neural data into Flutter for real-time visualization
• Engineered hardware-to-software acquisition flows

• Participated in UH RED Labs + Rice OwlSpark (#1-ranked accelerator)
• Supported med-tech imaging startup development
• Guided FDA pathway exploration and MVP planning
• Presented prototypes at Bayou Startup Showcase

• Managed daily production, safety compliance, and contractor supervision
• Coordinated logistics operations
• Ensured environmental and industrial regulatory adherence