Summary

Hands on builder who owns AI and automation end to end: I ship LLM systems in production and maintain them, design and own databases (Postgres, Supabase), and build automations and agentic workflows that other people rely on daily. I write code and design schemas, and I document everything (SOPs, process guidance) so the systems I build actually get used. I come from a founder and builder background (I build most of it myself), regulated fintech, and a multi client service business. Comfortable with data integrity, security, retrieval (vector search), evaluation, and cost/latency tradeoffs. Systems Engineer. English C1.

Experience

Head of AI · Hands On AI & Automation Builder · DigitalHubAssist LLC Oct 2024 · Present

Remote · AI / SaaS

Own AI and automation end to end: I ship LLM systems in production (Claude, OpenAI, function calling) and maintain them, and I build autonomous agents and agentic workflows (Agent Squad) that run daily operations. I write code (Python, TypeScript) and design schemas and databases (Postgres, Supabase, pgvector), owning data integrity. I document everything (SOPs, process guidance). Under my leadership the company reached Registered Partner status in Anthropic's partner program.
Retrieval (RAG, vector search, chunking), evaluation and observability (Langfuse), and cost and latency tradeoffs (caching, model routing) on a modern cloud stack, with a healthy paranoia about spend. I evaluate, build, deploy and monitor, and decide what to sunset and what to bring in.

Consulting Manager · Regulated Fintech & Multi Client Service Delivery · NTT DATA Colombia Apr 2021 · Oct 2024

Bogotá, Colombia · Multi client service business (consultancy) · Banking

Delivered software in a regulated fintech environment (banking) at a multi client service business: drove a credit origination platform to production on Azure, with validation against the bank's internal processes and schema and data integrity owned by my team. Mapped fragmented workflows (legacy apps, one obsolete) and closed the gaps by consolidating them into a single digital flow.
Owned process and documentation so systems got adopted; tracked delivery KPIs (speed and quality); recovered a program in crisis by resolving critical blockers (recognized at the corporate level).

Project Manager / Delivery Lead · Digital Automation & Integration · VASS (2018·21) · GlobalHitss (2015·18) · Tecnocom (2012·15) 2012 · 2021

Bogotá, Colombia · Digital delivery

Delivered automation and system integration across sectors: self service payment settlement for Porvenir (millions of users, LATAMDIGITAL 2019 award), digital commerce (health insurer), and public sector digitization.

Core Competencies

AI & Automation Stack End to End (Evaluate · Build · Deploy · Monitor) Agentic Workflows Relied On Daily (Agent Squad) LLM Systems in Production · Maintained, Not Prototypes Databases · Schema Design · Data Integrity · Postgres · Supabase Python · TypeScript · SQL Retrieval & Vector Search (RAG · pgvector) · Evaluation (Langfuse) Cost & Latency (Caching · Model Routing) · Cloud + Spend Awareness SOPs & Documentation · Regulated Fintech · Multi Client Service · English C1

Summary

Experience

Education

Core Competencies