People
I build for learners, clinicians, patients, caregivers, hikers, museum visitors, and coaches: people whose context matters as much as the interface itself.
codesbyshrey
codesbyshrey is the build portfolio: breaking complex problems into modular systems, architecting adaptive workflows, and building agentic chat UI products across clinical AI, healthcare communication, coaching applications, and embodied hardware prototypes.
People
I build for learners, clinicians, patients, caregivers, hikers, museum visitors, and coaches: people whose context matters as much as the interface itself.
Product
The output is working software and credible prototypes: React, TypeScript, Python, APIs, LLM orchestration, ARKit, Arduino, cloud deployment, and PRD-to-product translation.
Problem
Product ideas often fail between strategy and implementation. The work needs someone who can structure ambiguity, build the prototype, and keep technical decisions connected to the user problem.
Process
I move from requirements to architecture, state models, interface flows, implementation, testing, and documentation. I care about where the model, user, data, and feedback loop should stay separate.
Objective
As a software developer, agentic chat UI product engineer, and technical product manager, I want to turn ambiguous product ideas into modular architectures, working prototypes, and systems that can be evaluated, improved, and trusted in context.
Selected Build Work
Early 2023 coding and cloud-development work that built the foundation for full-stack product execution.
Product incubation and associate PM work around healthcare communication, structured intake, and handoff-aware workflows.
Developed a clinical AI simulation system with state-separated patient, scenario, conversation, and evaluator behavior.
Evaluating clinical LLM outputs for safety, communication quality, empathy, and response behavior.
Startup/product overlap with gainsbyshrey through personal-training app development and adaptive coaching flows.
Arduino coding, accelerometer logic, haptic feedback, and fall-detection requirements shaped by biomechanics thinking.