# Founder Journey

## Univonest

Founder & CTO · An agentic marketplace

A bilingual marketplace connecting cross-category procurement, negotiation, and real-time workflows. Selected for the Fuel Accelerator at the Johns Hopkins Pava Center; approximately 700 users.

Technologies: AI negotiation, Deterministic guardrails, Fine-tuning, Real-time chat, Seller verification, Spatial discovery

Status: Current operating status not yet recorded.

[Read more](http://localhost:3000/building/univonest)

## BridgeFill

Independent project · Schema Registry & LLM Codegen

A developer-time schema registry and integration generator. API providers publish OpenAPI contracts and code examples; consumers receive contract-checked integration files through MCP, REST, or a CLI.

Technologies: MCP, OpenAPI, TypeScript, PostgreSQL, API-key authentication, Encryption

Status: Public source and local setup instructions are available. Current hosted operating status is not verified.

[Read more](http://localhost:3000/building/bridgefill)

## NeuroAssist

Independent project · Neurological screening research project

A neurological assessment and support prototype combining symptom-based AI guidance, disorder-focused machine-learning models, a chatbot, and educational resources. Clinical validation is not documented.

Technologies: XGBoost, Gemini AI, React, Clerk, Educational resources

Status: Research project; clinical validation has not been supplied.

[Read more](http://localhost:3000/building/neuroassist)

## Adenstien

Independent project · A generative advertisement system

A shopping and advertising prototype pairing personalized product recommendations with AI-generated scripts, speech, and short video ads. Built for the Walmart Sparkathon.

Technologies: Recommendation, Conservative Q-learning, Jaccard similarity, LLMs, TTS, Video composition, Kolmogorov-Arnold Networks

Status: Public project source and a demo video are available. Production deployment is not verified.

[Read more](http://localhost:3000/building/adenstien)