Top Skills

US Patent Holder

Holder of 1 U.S. Patent for contextual intent classification.

Published Research

Author of 2 peer-reviewed publications on deep learning and model explainability.

Agentic AI

Specializes in building autonomous, human-aligned AI and architecting agentic workflows.


About Gehna

Bio

I am a Machine Learning Engineer with over 5 years of experience specializing in Agentic AI, Generative AI, and Responsible AI systems. I focus on building autonomous, human-aligned AI that bridges the gap between complex reasoning and real-world utility, particularly within the healthcare and enterprise sectors.

Currently, at ScriptChain Health, I architect agentic workflows using LangGraph and NVIDIA NeMo Guardrails to deliver personalized, clinically-aligned health recommendations. My work involves orchestrating complex LLM patterns, integrating Neo4j knowledge graphs, and ensuring high-stakes data integrity within HIPAA-compliant environments.

Key Highlights:

Innovation & Research: Holder of 1 U.S. Patent for contextual intent classification and author of 2 peer-reviewed publications on deep learning and model explainability.

Enterprise Impact: Previously at Genpact, I led AI initiatives that reduced manual review efforts by 70% and achieved 90% accuracy in production-grade CV and NLP models.

Technical Foundation: M.S. in Computer Science from The George Washington University (GPA 3.84). Deeply proficient in PyTorch, LangGraph, FastAPI, and AWS/GCP cloud architectures.

I am passionate about the "Reasoning" layer of AI, creating systems that don't just predict text but navigate complex tasks autonomously, ethically, and securely.

Company

Zyncora

Elevator Pitch

Zyncora is a multi-agent AI hiring platform that helps companies find verified talent faster. We just launched a few weeks ago and already have 114+ followers, 40 active users, including 19 organic users, and 8 people on the waitlist. We start with an AI copilot that helps job seekers tailor resumes and cover letters, then expand into a verified proof-of-work marketplace where recruiters can screen candidates through AI interviews and real work tests instead of manually reviewing resumes. The $50k will help us improve infrastructure, scale onboarding, and accelerate the verified talent marketplace.

Industry

Technology

Team Size

Just Me/Co-Founders

Company Stage

Growth

Funding Stage

Pre-Seed

Funding Raised

None/Bootstrapped

Annual Revenue

$0 to $100k

Skills

SkillStrengthExplanation
US Patent Holder
100
Holder of 1 U.S. Patent for contextual intent classification.
Published Research
100
Author of 2 peer-reviewed publications on deep learning and model explainability.
Agentic AI
95
Specializes in building autonomous, human-aligned AI and architecting agentic workflows.
AI Impact
95
Reduced manual review efforts by 70% and achieved 90% accuracy in production-grade CV and NLP models.
Technology
90
Founder of Zyncora, a technology company, and experienced in various tech roles.
Responsible AI
90
Focuses on building ethical and secure AI systems, ensuring HIPAA compliance and data integrity.
PyTorch
90
Deeply proficient in PyTorch, a foundational technical skill.
Machine Learning Engineering
90
Over 5 years of experience specializing in Agentic AI, Generative AI, and Responsible AI systems, building autonomous, human-aligned AI.
Retrieval Augmented Generation (RAG)
90
Identified as a RAG specialist in their short bio.
Healthcare
85
Specializes in applying AI within the healthcare sector, delivering clinically-aligned health recommendations.
Production-grade AI Models
85
Experience in building production-grade Computer Vision and NLP models with high accuracy.
Generative AI
85
Specialized experience in Generative AI systems.
Entrepreneurship
85
Solo founder of Zyncora, an AI hiring platform.
AI Strategy
85
Architects autonomous, human-aligned AI systems and leads AI initiatives, demonstrating strategic thinking.
Large Language Models (LLMs) Orchestration
85
Involves orchestrating complex LLM patterns to deliver clinically-aligned health recommendations.
Natural Language Processing (NLP)
85
Developed and led initiatives for production-grade NLP models, achieving 90% accuracy.
Computer Science
85
Holds an M.S. in Computer Science from The George Washington University with a GPA of 3.84.
Deep Learning
85
Authored peer-reviewed publications on deep learning and model explainability.
HIPAA Compliance
85
Works within HIPAA-compliant environments, ensuring regulatory adherence for health data.
Enterprise
85
Focuses on bridging AI reasoning with real-world utility within the enterprise sector.
Computer Vision (CV)
80
Developed and led initiatives for production-grade CV models, achieving 90% accuracy.
LangGraph
80
Utilizes LangGraph for architecting agentic workflows at ScriptChain Health.
HR Technology
80
Founder of Zyncora, a multi-agent AI hiring platform focused on talent acquisition.
Leadership
80
Led AI initiatives at Genpact, demonstrating ability to guide technical projects.
Data Integrity
80
Ensures high-stakes data integrity within HIPAA-compliant environments.
AWS Cloud Architectures
80
Proficient in AWS cloud architectures, contributing to robust AI system deployments.
Project Management
80
Orchestrates complex workflows and leads AI initiatives, indicating strong project oversight.
GCP Cloud Architectures
75
Proficient in GCP cloud architectures, contributing to robust AI system deployments.
FastAPI
75
Proficient in FastAPI, indicating experience in building APIs.
NVIDIA NeMo Guardrails
75
Employs NVIDIA NeMo Guardrails to deliver personalized, clinically-aligned health recommendations.
Model Explainability
75
Authored peer-reviewed publications on model explainability.
Knowledge Graphs
75
Experience in integrating and utilizing knowledge graphs, specifically Neo4j.
Neo4j
70
Integrates Neo4j knowledge graphs as part of complex AI system architecture.

Experiences

MILESTONEUnited States Patent and Trademark Office

Title

Patent Holder

Position Description

Contributed to innovation by securing a U.S. Patent in the area of contextual intent classification.

Accomplishment Notes

Awarded 1 U.S. Patent for contextual intent classification.

JOBZyncora

Title

Founder

Position Description

Developing a multi-agent AI hiring platform designed to connect companies with verified talent faster through AI copilots for job seekers, AI interviews, and real work tests.

Accomplishment Notes

Launched the AI hiring platform, attracting over 114 followers, 40 active users (including 19 organic users), and 8 waitlist sign-ups; bootstrapped the company.

EDUCATIONThe George Washington University

Title

M.S. in Computer Science

Position Description

Completed a Master of Science program in Computer Science, building a deep technical foundation in the field.

Accomplishment Notes

Awarded a Master of Science degree in Computer Science with a GPA of 3.84.

JOBGenpact

Title

AI Lead

Position Description

Led AI initiatives focused on developing and deploying production-grade Computer Vision (CV) and Natural Language Processing (NLP) models.

Accomplishment Notes

Reduced manual review efforts by 70% and achieved 90% accuracy in production-grade CV and NLP models.

JOBScriptChain Health

Title

Machine Learning Engineer

Position Description

Architecting agentic workflows using LangGraph and NVIDIA NeMo Guardrails to deliver personalized, clinically-aligned health recommendations, involving orchestration of complex LLM patterns and integration of Neo4j knowledge graphs.

Accomplishment Notes

Architected sophisticated AI systems to provide personalized and clinically-aligned health recommendations while ensuring high-stakes data integrity in HIPAA-compliant environments.

MILESTONEAcademic Journals

Title

Author

Position Description

Conducted and published research in academic journals.

Accomplishment Notes

Authored 2 peer-reviewed publications focusing on deep learning and model explainability.