Portfolio
Projects
A selection of AI/ML projects — from research to production systems.
Keni — Production AI Agent with Native Anthropic Tool-Use
↗Conversational AI agent built with the Anthropic SDK's native agentic loop — no orchestration frameworks. Runs live on this portfolio with multi-tier identity, persistent memory, Google Calendar/Gmail tools, Telegram integration, and a resilient multi-provider LLM fallback chain.
WhatsApp Medical Triage Agent — Advisory System with Clinical Routing
↗Production conversational agent that analyzes diagnostic studies through WhatsApp and routes patients to the appropriate specialist—surgeon or physical therapist—while keeping the physician as the final clinical decision-maker. Includes the proposed V2 evolution toward a hybrid pipeline with calibrated machine learning and an abstention layer.
Churn Prediction Model
↗At Heineken Mexico, I developed an ML model that predicts the probability customers will stop puchasing (churn). Separately, here I highlight another ML model, developed during a technical assessment, that predicts when employees might quit.