Who I Am

Table of Contents:

Professional Journey

Founding Engineer - Senior AI Engineer @ Sonora

Oct 2025 - Present | Remote, San Francisco

  • Owned the AI enrichment platform: LLM-agent columns that research customers across internal data and the web, with tool-calling, parallel search, structured outputs, scheduled runs, and versioned configs. Stack: TypeScript, React Router, PostgreSQL, Vertex AI, Langfuse, BullMQ.
  • Built Canvas, an agent that generates entire dashboards from natural language against live multi-tenant data. Stack: TypeScript, React 19, Langfuse, BullMQ.
  • Built the customer-success automation layer end to end (rules engine, triggers, versioning, email and Slack delivery), turning each team's criteria into prioritized, pre-drafted actions. Stack: TypeScript, PostgreSQL, BullMQ, Google Workspace and Slack APIs.
  • Shipped AI email composition in each user's own voice: a background job extracts a style profile from their sent mail and conditions every generated email. Stack: TypeScript, Vertex AI, structured outputs, Gmail API.
  • Primary author of four user-facing systems as founding engineer, the company's second hire and one of five core engineers.

Senior AI Engineer @ Marvik

May 2025 - Oct 2025 | Remote, Uruguay

  • Automated 80 manual hours by transitioning an LLM Agent project from a non-functional POC to a production-ready MVP. Stack: Gemini, LangChain, LangGraph, Playwright, FastAPI, and AWS.
  • 50% reduction in front-end workload by automating development for backoffice applications through an AI-driven workflow. Stack: v0, Typescript, Python, Streamlit, FastAPI, AWS, React, Shadcn and Vite.

Senior Software Engineer - AI Team @ BuildWithin

Feb 2024 - May 2025 | Remote, USA

  • Led ten engineers in full-scale platform refactoring, meeting a one-month deadline. Stack: TypeScript, Next.js, tRPC, PostgreSQL, SST, and AWS.
  • Led a team of three engineers in developing an AI-powered job-candidate matching system, building a testing dataset and ETL pipelines for ingestion and evaluation. Stack: Python, FastAPI, HuggingFace, AWS, S3, and Qdrant.
  • Reduced token usage by 80% by engineering an LLM Long-Term Memory solution with scalable multi-tenant architecture and versioning. Stack: TypeScript, Next.js, tRPC, Langchain, and ElasticSearch.
  • Led product refactoring, conducting user interviews and Business Model Canvas sessions with 20 stakeholders to identify core business and usability issues, and proposing a strategy.

Founding Software Engineer [Part-Time] @ Fair Share Group

Dec 2023 - Feb 2024 | Remote, Melbourne, Australia

  • Joined as an equity-only founding engineer in this early-stage startup
  • Developed initial codebase and implemented CI automation workflows
  • Led engineering architecture decisions for offshore startup with global team
  • Collaborated with distributed teams across India, Australia, and China

Software Engineer @ Mercado Libre

Mar 2021 - Feb 2024 | Remote, Argentina

  • Championed and developed LLM RAG chatbot for AI-Powered Help Center, reducing CS team load by 45%. Pioneered one of the first LLM features in the company, becoming the go-to person for GenAI in the vertical. Stack: OpenAI, TypeScript, React, Express, Python, Langchain, ChromaDB, DynamoDB, DataDog.
  • GenAI and Accessibility reference inside the vertical, leading workshops and training for 100+ designers and product team members.

Full Stack Engineer [Part-Time] @ Freelance

Jul 2020 - Feb 2024 | Remote

  • Developed web applications using Typescript, React, Vue, Gatsby, Node, Express, Hono and Strapi (CMS)
  • Designed user interfaces and interactive prototypes with Figma
  • Rapidly adapted to new technologies based on customer requirements
  • Direct communication with clients and stakeholders

Skills & Expertise

  • Frontend & Backend Development: React, Next.js, Express, Vue, Gatsby, Langchain, PostgreSQL, Lerna, Strapi, Tailwind...
  • Design: Figma, Photoshop, Miro, Krita, Gimp
  • AI & Data: GenAI solutions, Langchain, Langsmith, TensorFlow, Ollama, Replicate, VectorDB, Knowledge Graphs
  • Tools & Platforms: DataDog, Kibana, NewRelic, Framer, Retool, Posthog, Hotjar...

Languages

  • English: Full Professional Proficiency.
  • Spanish: Native Proficiency