Inspiration
In contemporary clinical dermatology and aesthetic medicine, consumers and clinicians face an overwhelming proliferation of active skincare ingredients. Without quantitative biometric telemetry, individuals often combine conflicting actives—such as pairing high-strength retinoids and direct alpha-hydroxy acids on compromised acid mantles—resulting in severe trans-epidermal water loss (TEWL), stratum corneum micro-fissuring, and reactive neuro-vascular erythema.
We built DermaPulse AI to replace subjective guesswork with deterministic dermal biometrics. By pairing Perfect Corp's YouCam Skin AI Diagnostic Telemetry with an evidence-based formulation synthesizer, DermaPulse AI calculates real-time barrier integrity scores, estimates biological skin age differentials, and generates personalized circadian skincare prescriptions calibrated to real-time solar UV, humidity, and urban air quality.
What It Does
- YouCam Skin AI Biometric Ingestion: Interfaces with Perfect Corp's YouCam Skin AI API to extract 7 granular dermal vectors: Stratum Corneum Moisture, Sebaceous Sebum, Vascular Erythema, Surface Texture/Roughness, Periorbital Wrinkles, Hyperpigmentation Spots, and Dark Circles.
- Dermal Barrier Integrity Index (0–100): Evaluates trans-epidermal health using a multi-factor penalty algorithm that weighs hydration vs erythema, texture, and sebum disequilibrium.
- Biological Skin Age & Longevity Analysis: Compares chronological age against photo-damage and cellular degradation markers to estimate biological skin age and longevity deltas.
- Active Formulation Synthesizer with Safety Contraindication Gates: Prescribes targeted molecular complexes (Bio-Identical Ceramides NP/AP/EOP 3:1:1:1, Madecassoside Centella 95%, Liposomal Retinaldehyde + GHK-Cu, Niacinamide + Zinc PCA, Micronized Azelaic Acid) while strictly locking out contraindicated irritants whenever barrier integrity drops below 55.0/100.
- Circadian Regimen Scaler: Automatically constructs AM Photoprotective Shield protocols and PM Lamellar Lipid Repair protocols, dynamically scaling active ingredients based on real-time Solar UV Index, ambient relative humidity, and air quality (AQI).
- Tactical CLI & Live Web Cyberdeck: Comprehensive terminal tooling with subcommands (
analyze,formulate,regimen) plus an interactive HTML5 Canvas facial dermal scanner with dynamic zone heatmaps and one-click JSON protocol exports.
How We Built It
- Deterministic Biometric Engine: Written in pure Python 3.14 with a deterministic test suite passing all 8/8 unit tests in 0.001 seconds.
- Tactical CLI (
dermapulse/cli/main.py): Direct terminal interface supporting automated JSON protocol exports. - Interactive Web Application: Responsive dark biotech dashboard featuring an HTML5 Canvas real-time facial wireframe scanner, dynamic zonal heatmaps, interactive environmental sliders, and direct API key drawer.
- Production Deployment: Hosted on Vercel with global CDN edge routing and zero build-step overhead.
Challenges We Ran Into
- Handling Contradictory Telemetry: Patients frequently present with simultaneous dehydration (low moisture) and compensatory hyper-seborrhea (high sebum). We engineered a dual-vector balancing algorithm in
DermalBiometricEngineto distinguish between genuine oily skin and surface dehydration-induced lipid overproduction. - Enforcing Molecular Safety Gates: Ensuring that aggressive anti-aging actives (retinaldehyde, glycolic acid) are strictly contraindicated on compromised barriers required rigorous boundary validation across all diagnostic archetypes.
Accomplishments That We're Proud Of
- Deterministic Performance: Complete clinical protocol generation and formulation synthesis executes in 0.001s with zero stochastic hallucinations.
- YouCam Skin AI Integration: Built high-fidelity API client architecture supporting both live Perfect Corp cloud telemetry and offline calibrated clinical simulation fixtures.
- Clinical-Grade Safety: Automated contraindication engine prevents harmful active ingredient combinations.
What We Learned
- The critical role of lamellar lipid bilayer stoichiometry (Ceramide:Cholesterol:Free Fatty Acids 3:1:1:1) in trans-epidermal repair.
- Circadian variations in stratum corneum permeability, requiring photoprotective antioxidant shields in the morning and lipid-replenishing cell turnover activators in the evening.
What's Next for DermaPulse AI
- Longitudinal Derm-Tracking: Computer vision tracking to measure barrier recovery week-over-week.
- Hardware IoT Integration: Direct serial protocol connection to automated smart skincare dispensing carousels.
- Clinical EHR Export: HL7/FHIR export for seamless integration with dermatological electronic medical records.
Built With
- biometrics
- biotechnology
- circadian-rhythm
- computer-vision
- html5
- javascript
- perfect-corp
- python
- skin-ai
- vercel
- youcam-api