00 · WALKTHROUGH
Core product demo
Screen recording of the live interface: chat, medication tracking, and the calm workspace layout working together.
CHRONIC PAIN MANAGEMENT · DESIGNED FOR FIBROMYALGIA
A chronic pain management app designed for fibromyalgia
I adapted the design around the daily realities of fibromyalgia. HelloFibro brings supportive conversation, medication routines, appointment preparation, and symptom support into one calm interface.
The protected demo is being prepared and will open here when it is ready.
01 · THE PROBLEM
Designed around difficult days
Fibromyalgia is unpredictable and cognitively exhausting. Symptoms change from day to day, and brain fog can make even simple tasks feel difficult.
I focused the design on clarity, low effort, and useful structure for people managing pain, fatigue, medication routines, and medical appointments.
CHALLENGESymptoms change from day to day
DESIGN RESPONSEClear paths back into the experience
CHALLENGEPain and fatigue reduce available energy
DESIGN RESPONSELow-effort actions and short routines
CHALLENGEBrain fog makes decisions harder
DESIGN RESPONSEUseful structure with fewer choices
02 · VISUAL GALLERY
See the product experience
A core product walkthrough and captured views show supportive chat, medication routines, and daily context in the live interface.
01 · SUPPORT
Conversation with less effort
Structured responses and readable layout help users work through symptoms and questions at their own pace.
02 · ROUTINES
Medication at a glance
Missed dose prompts, schedule visibility, and direct actions keep daily tracking short.
03 · THE SOLUTION
Practical support in one calm workspace
HelloFibro adapts familiar chronic pain management tools to fibromyalgia. The interface keeps daily tasks short, readable, and easy to return to when energy or concentration is limited.
01Daily workspaceChat · routines · preparation
02Safety and accessGuardrails · languages · privacy
03Context and inferenceModels · files · medical context
Supportive conversation
Warm, structured responses help users work through symptoms, routines, and questions at their own pace.
Medication tracking
Add medications, mark doses taken, and see adherence at a glance with low-friction interactions.
Appointments
Track upcoming visits and prepare focused questions for a clinician without leaving the flow.
Clear safety boundaries
Urgent situations, model disclosure, and clinical limits remain visible throughout the experience.
Multilingual interface
The interface supports 21 languages, with each deployment limited to chat languages that have been reviewed.
In-memory prototype state
Conversation, medication, and appointment data remain in memory, with verified user isolation required before public launch.
Medical model pathway
The protected demo is designed to run MedGemma 27B Text with the active model named in the interface.
File analysis
Users can discuss supported documents, spreadsheets, text files, and images in the same conversation, with validated uploads and extracted context.
Fibromyalgia intelligence layer
Detected worsening factors, a structured knowledge service, and guideline checks add relevant context while preserving non-clinical boundaries.
04 · LIVE PROOF
Open the protected demo
Hugging Face sign-in · in-memory prototype data · visible model disclosure · professional medical guidance remains essential.
Launch live demo
The demo link will be enabled after its safety checks are complete.
05 · ARCHITECTURE
How the application handles safety
The public deployment places red-flag checks before inference and sanitizes the completed response before it reaches the interface. User-isolated in-memory state is also required before launch.
USER
GRADIO UI
CHAT HANDLER
SAFETY CHECKS
LLM PROVIDER
SANITIZED RESPONSE
STREAMED TO UI
SESSION STATEMEDICATIONS · APPOINTMENTS · CONVERSATION
FILE CONTEXTVALIDATION · TEXT EXTRACTION · TABLE PREVIEW · IMAGE INPUT
MEDICAL INTELLIGENCEFACTOR DETECTION · KNOWLEDGE SERVICE · GUIDELINE CHECKS
PYTHON 3.10+ · GRADIO 6 · PYDANTIC 2 · OPENROUTER / MEDGEMMA · DOCKER
06 · SAFETY & TRUST
Scope and safety boundaries
Support with clear context
- Prototype data stays in memory. Public launch also requires verified user isolation.
- The application displays its active model and provider.
Decisions stay with people
- Health decisions stay with the user and qualified medical professionals.
- Emergency situations require local emergency services.
- This prototype has no clinical validation or HIPAA certification.
07 · ENGINEERING HIGHLIGHTS
Implementation details
UIGradio 6 messages, streaming, responsive custom styling
DATAPydantic models, i18n JSON, session-scoped state
SECURITYRate limiting, input sanitization, API-key masking
AGENTSFeature-flagged CARE orchestrator with a deterministic public safety path
DEPLOYMENTDocker and a protected ZeroGPU path for quantized MedGemma 27B Text
08 · INFRASTRUCTURE LANDSCAPE
A patient-facing application shaped by healthcare engineering
HelloFibro reflects my work across health AI UX, agent systems, and careful use of language models. It complements FhirFlame, my healthcare data platform project.
Discuss a project