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I am a Principal AI Engineer with over 10 years of experience spanning the full software lifecycle, from architecting scalable full-stack systems at Microsoft and GojiLabs to leading Generative AI initiatives at Triomics. I design secure, production-grade cloud architectures on AWS Bedrock and Azure, and I orchestrate complex, multi-agent LLM workflows that solve oncology and B2B challenges. I’m a cross-functional leader who bridges cutting-edge AI research with business-driven solutions, consistently delivering measurable results like 95% model accuracy and 30% efficiency gains. In my roles, I’ve built OncoLLM and data pipelines (OncoIndexer), achieved rapid go-lives, and enabled centers to screen thousands of patients monthly. I thrive in cross-functional teams, mentoring engineers and guiding AI governance and scalable deployment. I’m passionate about turning ambitious AI ideas into practical, impactful solutions.…I am a Principal AI Engineer with over 10 years of experience spanning the full software lifecycle, from architecting scalable full-stack systems at Microsoft and GojiLabs to leading Generative AI initiatives at Triomics. I design secure, production-grade cloud architectures on AWS Bedrock and Azure, and I orchestrate complex, multi-agent LLM workflows that solve oncology and B2B challenges. I’m a cross-functional leader who bridges cutting-edge AI research with business-driven solutions, consistently delivering measurable results like 95% model accuracy and 30% efficiency gains. In my roles, I’ve built OncoLLM and data pipelines (OncoIndexer), achieved rapid go-lives, and enabled centers to screen thousands of patients monthly. I thrive in cross-functional teams, mentoring engineers and guiding AI governance and scalable deployment. I’m passionate about turning ambitious AI ideas into practical, impactful solutions.

Nicholas Florio

AI Engineer, Full Stack Developer, Data Scientist, +2

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I am a Principal AI Engineer with over 10 years of experience spanning the full software lifecycle, from architecting scalable full-stack systems at Microsoft and GojiLabs to leading Generative AI initiatives at Triomics. I design secure, production-grade cloud architectures on AWS Bedrock and Azure, and I orchestrate complex, multi-agent LLM workflows that solve oncology and B2B challenges. I’m a cross-functional leader who bridges cutting-edge AI research with business-driven solutions, consistently delivering measurable results like 95% model accuracy and 30% efficiency gains. In my roles, I’ve built OncoLLM and data pipelines (OncoIndexer), achieved rapid go-lives, and enabled centers to screen thousands of patients monthly. I thrive in cross-functional teams, mentoring engineers and guiding AI governance and scalable deployment. I’m passionate about turning ambitious AI ideas into practical, impactful solutions.…I am a Principal AI Engineer with over 10 years of experience spanning the full software lifecycle, from architecting scalable full-stack systems at Microsoft and GojiLabs to leading Generative AI initiatives at Triomics. I design secure, production-grade cloud architectures on AWS Bedrock and Azure, and I orchestrate complex, multi-agent LLM workflows that solve oncology and B2B challenges. I’m a cross-functional leader who bridges cutting-edge AI research with business-driven solutions, consistently delivering measurable results like 95% model accuracy and 30% efficiency gains. In my roles, I’ve built OncoLLM and data pipelines (OncoIndexer), achieved rapid go-lives, and enabled centers to screen thousands of patients monthly. I thrive in cross-functional teams, mentoring engineers and guiding AI governance and scalable deployment. I’m passionate about turning ambitious AI ideas into practical, impactful solutions.

Available to hire

I am a Principal AI Engineer with over 10 years of experience spanning the full software lifecycle, from architecting scalable full-stack systems at Microsoft and GojiLabs to leading Generative AI initiatives at Triomics. I design secure, production-grade cloud architectures on AWS Bedrock and Azure, and I orchestrate complex, multi-agent LLM workflows that solve oncology and B2B challenges. I’m a cross-functional leader who bridges cutting-edge AI research with business-driven solutions, consistently delivering measurable results like 95% model accuracy and 30% efficiency gains.

In my roles, I’ve built OncoLLM and data pipelines (OncoIndexer), achieved rapid go-lives, and enabled centers to screen thousands of patients monthly. I thrive in cross-functional teams, mentoring engineers and guiding AI governance and scalable deployment. I’m passionate about turning ambitious AI ideas into practical, impactful solutions.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

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Expert

Expert

Expert

Expert

Expert

Expert

Language

English

Fluent

Work Experience

Principal AI Engineer at Triomics

November 1, 2022 - Present

Led OncoLLM: engineered a constellation of 8 models (3B–72B) using agentic workflows for patient-level oncology reasoning; developed OncoIndexer ingestion engine for HL7, FHIR, CCDA and OCR; Achieved 95%+ accuracy in identifying correct clinical trials within the top 3; Enabled a leading cancer center to screen 7,000 patients monthly (100% coverage) and increased trial accruals by 30% YoY; Streamlined deployment to a Go-Live speed of 6 weeks and rapid deployment of 100+ oncology trials in under 7 days.

GenAI Solutions Architect at AWS - Amazon Web Services (Bedrock)

October 1, 2023 - December 1, 2025

Helped customers design generative AI solutions using Amazon Bedrock; collaborated with SA teams worldwide to accelerate delivery; gathered customer feedback to inform Bedrock improvements, and enabled secure, scalable GenAI capabilities.

GenAI Engineer at Vector.co

April 1, 2024 - December 1, 2024

Architected a multi-agent system to automate high-intent B2B outreach by synthesizing 400M+ real-time signals into personalized, context-aware LinkedIn and email sequences. Developed RAG-based pipelines to ingest unstructured CRM data and web intent signals, mapping complex relationship graphs for enterprise sales teams. Engineered a dynamic content generation engine to produce hyper-targeted ad copy at the contact level. Built LLM-powered data enrichment workflows to de-anonymize website traffic and identify named contacts and specific research topics in under 60 seconds. Optimized LLM inference and vector database retrieval using Pinecone and Weaviate to maintain sub-second latency for real-time GTM activation layers during high traffic spikes.

Prompt Engineer at InfoVision Inc

October 1, 2023 - March 1, 2024

Designed and optimized complex prompt templates using techniques like Chain-of-Thought (CoT) and Few-Shot prompting to improve model reasoning and factual accuracy. Developed automated evaluation frameworks to benchmark LLM outputs against ground-truth datasets, reducing hallucinations in production-facing applications. Collaborated with data scientists to curate instruction-tuning datasets, improving model adherence to specific brand voices and technical constraints.

Senior Software Engineer at Microsoft

February 1, 2022 - December 1, 2023

Developed and optimized backend microservices for cloud-scale infrastructure, focusing on high-availability and low-latency API performance within the Azure ecosystem. Collaborated with cross-functional teams to integrate AI-assisted features into core software products, improving developer productivity and user experience. Mentored junior engineers on distributed systems, code quality, and automated CI/CD pipelines.

Python Full Stack Developer at GojiLabs

October 1, 2012 - December 1, 2021

Led the full-stack development of 15+ custom web and mobile applications for clients ranging from startups to Fortune 500 companies. Architected scalable backend systems using Python (Django/Flask) and managed complex frontend deployments with React and Vue.js. Integrated various third-party APIs and payment gateways, ensuring robust data security and seamless user journeys across diverse product types.