SYSTEM_STATUS: ONLINE
LATEST_WORK: Apogeee →

EANGELICA
ATON
TECH_INNOVATION

Product Engineer and Precision Health Expert building full-stack AI systems that ship to production.

10+ Years Experience
AI/LLM Specialist
NYC-Based · US & Europe
NVIDIA NIM Partner
eangelica@prod:~
$ i
0+
YEARS_EXPERIENCE
0M+
PATIENT_RECORDS
0%
RETENTION_INCREASE
0%
API_RELIABILITY_GAIN

ABOUT

I am a Product Engineer and Global Senior Product Manager who thrives at the intersection of engineering, product thinking, and AI. I don't just write code; I own features end-to-end — from architectural design to production launch — focusing relentlessly on customer experience and business impact.

With over a decade of experience across the U.S. and Europe, I specialize in building AI-driven frontend experiences and foundational data platforms. My background spans scaling global health data systems serving over 2M patient records, leading LLM-based products that increased retention by 25%, and architecting API frameworks that improved reliability by 40%.

I excel in fast-paced environments where rapid iteration and outcome-driven development are paramount. Whether it's optimizing LLM latency or designing intuitive human-in-the-loop workflows, my goal is always to ship meaningful outcomes, not just features.

AI Engineering
LLMs, Computer Vision, RAG pipelines, and human-in-the-loop systems.
Precision Health
HIPAA-compliant platforms, HL7 FHIR, clinical data at scale.
Full-Stack Development
React, TypeScript, Python, FastAPI — from design to production.
Production Reliability
Observability, monitoring, testing, and risk mitigation for critical systems.
NVIDIA NIM Partner
AlphaFold2, MAISI, Evo 2, Biomedical AI-Q — healthcare AI at the frontier.

FEATURED_WORK

UNIFIED_INTELLIGENCE_PLATFORM
FEATURED

Apogeee

Consolidated AI models, data pipelines, and human-in-the-loop workflows into a single orchestration layer. Integrates NVIDIA NIM Healthcare APIs for biomedical inference at scale.

NVIDIA NIMReactPythonFastAPILLMHealthcare AI
READ_CASE_STUDY
REAL_TIME_OBSERVABILITY

Performance Dashboard

Full-stack observability platform with sub-100ms latency. Monitors 2M+ patient records with anomaly detection and automated alerting pipelines.

ReactTypeScriptBigQueryGCPMonitoring
READ_CASE_STUDY
HEALTHCARE_AI_PLATFORM

GoApercu

AI-powered healthcare data platform serving global clinical networks. Architected API frameworks that improved system reliability by 40%.

PythonFastAPIPostgreSQLDockerHL7 FHIR
READ_CASE_STUDY
DATA_PLATFORM

GoApercu Labs

SQL-native AI platform embedding intelligence directly into BigQuery. Unlocks insights from unstructured clinical data in sub-500ms response times.

BigQuerySQLVertex AIReactGCP
READ_CASE_STUDY
INTERNAL_TOOL

Healthcare AI Workflow

Human-in-the-loop AI workflow engine for clinical decision support. Confidence-based review triggers with guardrails and graceful degradation.

PythonLLMFastAPIReactHIPAA
READ_CASE_STUDY
Competition Track Record
VIEW_DEVPOST_PROFILE

Healthcare AI APIs

Apogeee integrates six NVIDIA NIM Healthcare APIs for biomedical inference, protein structure prediction, and genomic analysis. Explore on build.nvidia.com →

PROTEIN_STRUCTURE
AlphaFold2-Multimer
ai.api.nvidia.com/v1/biology/deepmind/alphafold2-multimer
IMAGING_AI
MAISI Medical Imaging
ai.api.nvidia.com/v1/medicalimaging/nvidia/maisi
RESEARCH_AGENT
Biomedical AI-Q Agent
ai.api.nvidia.com/v1/vlm/nvidia/biomedical-ai-q
GENOMICS
Evo 2 Genomics
ai.api.nvidia.com/v1/biology/arcinstitute/evo-2-40b
DRUG_DISCOVERY
Protein Binder Design
ai.api.nvidia.com/v1/biology/ipd/proteinmpnn
PROTEIN_EMBEDDINGS
BioNeMo ESM-2
ai.api.nvidia.com/v1/biology/nvidia/esm2

SYSTEM_LOG

ARCHITECTURE2025-11-15

LLM Workflow Architecture

Demonstrates how LLMs live inside product workflows, not just notebooks. Focuses on abstraction boundaries, human-in-the-loop logic, and provider-agnostic design.

READ_LOG
PRODUCTION2025-10-22

Scaling Healthcare AI

Production thinking around AI risk with validation, fallbacks, monitoring, and guardrails. Serving 2M+ patient records with 99.9% uptime.

READ_LOG

./GIT_HIGHLIGHTS

ictusC++

Beat/pulsation algorithm referencing medical definitions of stroke/seizure.

pytorchC++ / Python

Forked contribution: Tensors and Dynamic neural networks with strong GPU acceleration.

spaCyPython

Forked contribution: Industrial-strength NLP with Python and Cython.

TECH_STACK

AI / ML
PyTorch / TensorFlow
92%
LLMs & Transformers
95%
NVIDIA NIM APIs
88%
RAG Pipelines
90%
Backend
Python (FastAPI, Flask)
96%
Node.js / TypeScript
88%
SQL / BigQuery
91%
C++ / Java
78%
Frontend
React / Next.js
94%
TypeScript
92%
Tailwind CSS
90%
Data Visualization
85%
Infrastructure
Google Cloud Platform
93%
Docker / Kubernetes
87%
CI/CD Pipelines
89%
Monitoring / Observability
91%
INITIALIZE_CONNECTION

LET'S BUILD

Interested in AI-powered products where engineering quality and customer experience both matter? Let's talk.