Research

Published research studies and academic contributions.

Nutribot: AI Chatbot for Preventive Nutrition Education

Nutribot: AI Chatbot for Preventive Nutrition Education

Research study on multimodal AI chatbot powered by OpenAI API deployed on WhatsApp for preventive nutritional education. Published research conducted at EsSalud Peru to improve nutritional literacy and prevent chronic non-communicable diseases in adults aged 40 and above. The chatbot impacted 200+ users through health-AI pilots. A usability study conducted with 50 participants achieved a System Usability Scale (SUS) score of 78.9/100 and demonstrated an 85% improvement in diet adherence.

OpenAI APIn8nWhatsApp APIRAGClinical Research
BISO-ARM100: Automated Medication Sorting via Imitation Learning

BISO-ARM100: Automated Medication Sorting via Imitation Learning

A pilot study conducted at IETSI-EsSalud evaluating a low-cost bimanual robotic system (12 DOF) based on the open-source SO-ARM100 project. The system was trained via Imitation Learning and tested on a sample of 10 medication box types, achieving an 80% global success rate in a controlled environment.

Imitation LearningLeRobotACT (Action Chunking Transformer)TeleoperationPython
MediVoz: Smart Transcription for Medical Consultations

MediVoz: Smart Transcription for Medical Consultations

Web application that uses AI voice agents to transform medical documentation. Converts real-time consultations to text and automatically generates structured clinical records. Engineered the full-stack demo pilot for "Accuracy of MediVoz: An AI-Based Medical Transcription System"; reduced clinical note-taking time by 70% vs. baseline.

ReactTypeScriptOpenAI APILovableSupabasePostgreSQL

Projects

Development projects and technical implementations.

Automatic Package Sorting System

Automatic Package Sorting System

Modular mechatronic system for automated package classification using barcode detection and independent sorting modules. Designed to reduce space requirements while maintaining scalability.

Mechanical DesignControl SystemsComputer VisionArduinoC++Python
MANTRA

MANTRA

The NONHUMAN team built an ALOHA-style bimanual manipulator using Piper arms, achieving a system that is 4 times cheaper than the original ALOHA. I led the mechanical design and developed the teleoperation and data-collection stack. The team collected over 2,000 pick-and-place episodes (dataset available on HuggingFace) to fine-tune and test the π0.5 model.

ALOHAPiper ArmsTeleoperationHuggingFaceπ0.5 modelLeRobotPython
BIMAN

BIMAN

Spearheaded the mechatronic design and prototyping of a low-cost mobile home-assistant robot (approximately $1.5K). Currently, the team is working on autonomous navigation and teleoperation of the arms using VR systems. In current development.

Mechatronic DesignVR TeleoperationRobotics