Evaluate conversational AI outputs for quality, safety, empathy, scope control, and user comprehension. Translate clinical communication patterns into human-in-the-loop feedback for safer AI system behavior.

Practice Intuition began as a training philosophy as a biomechanics specialist & movement coach. Augmented by design language and human behavior, it evolved into an integrative framework at the intersection of the product development lifecycle & the human systems feedback loop. With a coherent and unified language, we can implement critical and factored systems. Independently building a holistic coaching app - cognitive, biomechanical, behavioral systems integration. Through understanding the human experience as a set of control systems, I help individuals regulate, train, and express themselves. Learning is Unobstructed Self Expression. 2026 - Human-Systems Interaction Designer - Founder of Practice Intuition 2025 - Human Factors + Mixed Methods Researcher - Cognitive & Behavioral Analysis 2024 - Movement Coaching & Biomechanics Specialist - NASM Certified, GOATA, Biomechanics Specialist 2023 - CodingDojo & AWS Certifications - Software Developer + Cloud Infrastructure - DCF Paper Submission for Practice Intuition (training) 2022 - Emergency Medical Technician & Patent Inventor - Clinical Background & Biomedical Engineer

Designed and executed think-aloud usability studies evaluating mobile product discovery, conversion friction, purchase drivers, and retention levers. Identified 5 high-severity usability issues impacting 80% of test participants and developed psychographic segmentation model connecting cognitive traits, identity-based values, behavioral variables, and personas.

Clinical Roleplay Simulator & Communication Solution -- 0-to-1 Product Development: owned full product lifecycle from concept validation to shipped prototype: identified gap in market, designed lo-fi prototype (GPT-4o), conducted feasibility testing, delivered MVP -- Architected modular, extensible conversational UI system integrating LLM-based agents, retrieval-augmented generation, & multimodal interaction capabilities (ASR, STT/TTS, video avatars) -- Developed prompt engineering framework generating contextually grounded clinical scenarios and dynamic patient personas: fine-tuned the adaptive dialogue changes, turn-taking logic, context window -- Designed psychologically grounded patient-personas encoding behavioral traits, cognitive patterns, and decision-making frameworks that AI agents replicate through state-based architecture -- Constructed evaluative feedback for medical professionals and clinicians to develop patient-centered communication skills, including motivational interviewing protocols while maintaining clinical competency

Focused on 3 primary evidence-based AI-mediate tools: OpenEvidence, Consensus, Perplexity - Designed, executed, and presented human-factors research study examining user trust, comprehension, & interaction patterns against AI-mediated outputs establishing accuracy benchmarks for trust calibration, response comprehension, & cognitive bias identification. - Applied rigorous mixed-methods approach with variable operationalization (bias control, confound management) and quantitative statistical analysis (regression analysis, ANOVA, trust ratings) - Identified critical trust calibration challenges: users struggle distinguishing AI synthesis vs. direct source citations, leading to overconfidence in generated answers. Findings inform responsible AI product development: transparency mechanisms, confidence indicators, designing decision support systems

- Designed & prototyped HapTrek: a multimodal tool that addresses unmet needs for hikers: visual attention on trails can remain unperturbed with hiking tool that provides biofeedback & non-visual navigation support - Fall Detection & other safety features implemented through multimodal sensory array: accelerometer (fall detection), environmental sensors, haptic actuator, audio buzzer, LEDs - Built functional Arduino-based system and developed embedded code implementing real-time perception-action feedback laps: breathing regulation through haptics, fall detection emergency alert - Iteratively tested interaction mappings with user walkthroughs, “field” debugging, and prototyping - Graded haptic feedback to match specific-use cases, aligned with LEDs for immersive enhancement - Aligned with functional analysis, prioritized usability requirements, and designed for accessibility needs

Giving back to my community & working with a diverse range of populations. Ecological Dynamics Approach to Coaching - Constraints-Led-Approach - designing an environment for learning & adaptability - Dynamic-Adaptation - providing an open-ended & nonlinear solution for unstructured problem - Developing a "World Model" and "Intuitive Physics", based on 4E cognition model - Play-based learning to generate reinforcement for self-organization, alignment, & execution - Teaching motor control in fluid environments through visual, verbal, & tactile cues (vision-language-action) - Teaching various individuals at their skill level - perceptually, biomechanically, psychologically - Applied IQ (cognitive), EQ (emotional) & KQ (kinesthetic) integration in client coaching & design approach - Longitudinal tracking for skill development, integrated with IQ, EQ, and KQ in design & training Developed personal teaching methodology with great reviews from students, parents, & adults.

NASM CPT, CES, PES, BCS, CNC + GOATA 70+ patient interactions per week | Rehab, Return to Play, Performance Motor Skills Acquisition, Development, & Functional Application

Product Incubation for health-tech CUI solution [ChatEMT]

Conduct 60-90 minute classes for students 2-5x weekly (K-5th grade) to teach & encourage playing chess at an extracurricular club - varying schools in the Lake Washington School District.

Full Stack Developer & Scrum Lead || DojoCommerce (3/23-4/23) - Developed an eCommerce website with 2 fellow cohort members using MERN stack: ReactJS for intuitive and responsive dynamic webpages, MongoDB for its flexible document schemas and cloud-based access with Mongo Atlas, and Express to access APIs with greater ease and employ RESTful routing - Collaborated via Git to practice CI/CD for various feature deployments and bug fixes throughout project week - Facilitated development process as Scrum Leader, ensuring team followed Agile methodologies with daily standups, sprint reviews, and retrospectives to keep track of project progress 9/2023 - AWS Cloud Practitioner 12/2023 - AWS Developer Associate (DVA-C02)

- First Service-Booking / On-Demand Mobile Application Startup in Cosmetology Industry - Built RESTful APIs using Django framework, PostgreSQL, and semi-structured database development - Developed mobile application w/ React Native and Expo Go, debugged with Chrome DevTools - Implemented Unit Testing and Integration Testing with Jest and unittest Python library - Initiated discussions for system design framework for improved microservices architecture - Daily stand-up meetings and weekly retrospectives for Agile Development Process - Development Environment in tandem with UX/UI and Data Engineering teams - Presented software development and lifecycle reports to CEO and CTO - Application launched to Cloud via AWS Elastic Beanstalk and Amazon RDS

Experienced an overuse / stress injury in my right elbow, which led to radial / ulnar neuropathy. Managed my physical rehab while participating in Coding Dojo's Full Time Software Development program from January through April. Difficult to tackle coding while occasionally one-handed - I could still type, but no longer than 20-30 minutes at a time with my right hand and required breaks of equal duration. Shoutout to Conor Harris and Neal Hallinan, their videos helped the most with addressing my postural imbalances and how to recover without falling into bad biomechanical patterns. It has inspired me to find ways to help other people with injuries that can be solved through postural interventions or structural integration.

BLS/CPR/AED Certified. Aided with field training and onboarding of new EMTs. Performed interfacility transport and 911 Emergency Response. Administered emergency aid and first aid in and around King County, Snohomish County, and Pierce County. 40+ patient interactions per week • Role ended 12/22 due to radial / ulnar neuropathy requiring physical + occupational rehab.

- Accelerated customer acquisition with improved copy and intuitive website design - Co-created brand voice, positioning, and messaging with the founder - Evaluated and configured email marketing tools and social channels Tools: ConvertKit, MailChimp, Canva

- Conducted medical screenings and questionnaire for employees and visitors - Regulated and enforced Covid-19 workplace requirements for inbound and existing employees - HIPAA and EHR training for patient confidentiality and medical ethics standards

- Created PATENTED glenoid implant design by employing data-driven decision making - Improved longevity and bone fixation for shoulder arthroplasty - Created modular implant to minimize time for reverse shoulder arthroplasty procedures - Minimized post-operative complications by reducing need for bone cement - Lab tested with scaled models and comparable (bio)materials to ensure statistical significance - Designed product to keep in line with FDA and ASTM standards - Applied end-to-end design thinking process to create actionable design for surgeons - Conducted extensive benchmarking with existing market products to ensure impactful design - Led and collaborated with team of 4 to gain comprehensive understanding of downstream impact for patient outcome, rehab procedures, and post-operative follow up surgeries - Sponsored by DJO Orthopedics Tools: SolidWorks, FEA Analysis, NX Siemens, LabView, Strain Gage

- Increased customer acquisition and brand affinity with creation of unique memes - Increased user retention by 20% by resolving customer feedback and improving website UX flow - Expanded acquisition channels with outreach efforts and networking with diverse student organization - Leveraged growth strategies to grow awareness and user base at Rensselaer Polytechnic Institute - Actively aided onboarding process for new consumers to ensure customer success - Selected from a pool of thousands to work closely with RippleMatch's Marketing Team - Helping to assess and design (new) growth strategies

- Increased customer acquisition and brand affinity with creation of unique memes - Increased user retention by resolving customer feedback and improving website UX flow - Expanded acquisition channels with outreach efforts and networking with diverse student organization - Leveraged growth strategies to grow awareness and user base at Rensselaer Polytechnic Institute - Actively aided onboarding process for new consumers to ensure customer success

-- 0-to-1 design & development in a team of 4 for the Science Museum of Minnesota's Paleontology Exhibit -- Delivered DinosAR Egg Hunt & Exploration for iOS & iPadOS in 12 weeks with no prior dev experience -- Conducted observational studies & qualitative research in museum; user studies independently

Designed and delivered an AI clinical roleplay simulator for patient-centered communication practice with scenario selection, text/voice interaction, transcript review, and feedback. Provided actionable formative feedback to 15 clinicians to improve communication quality. Built with React, TypeScript, conversational UX, LLM workflows, and ASR/TTS concepts.

Served as Emergency Medical Technician with 40+ weekly patient interactions across 911 trauma and interfacility transport, practicing needs-based assessment, advocacy, and communication under uncertainty. As Human Performance Specialist, applied biomechanics, motor learning, and behavior change across 40+ weekly patient interactions as rehab trainer. Designed ChatEMT, a conversational mobile app concept for structured intake, follow-up questions, and EMS-oriented handoff summaries.