Summary

AI and technology leader with 15+ years, hands on, turning complex AI concepts into scalable, secure and production ready solutions. Architects agent based AI platforms: makes key technology decisions across AI and orchestration, and designs practical, implementable architectures, not just theoretical ones. Strong in context engineering, retrieval engineering (RAG) and optimizing latency and cost of inference. Applies AI governance, compliance and security. A multi disciplinary, forward deployment style leader who understands product, architecture and building, and ships to production. Advanced English (C1). Colombia based, remote.

Experience

AI, Innovation & Product Consultant · DigitalHubAssist Oct 2024 · Present

Remote · Agent based AI platform in production · My own AI platform · Anthropic partner program

Architects and builds an agent based AI platform in production (Agent Squad): multi agent orchestration, persistent memory, and retrieval engineering (RAG with pgvector). Makes key technology decisions across AI and orchestration, optimizes context engineering, latency and cost of inference (cost aware model selection). Applies AI governance, security and traceability (Langfuse). Practical, implementable designs shipped to production. Under my leadership, DigitalHubAssist reached Registered Partner status in Anthropic's partner program.

Consulting Manager · NTT DATA Apr 2021 · Oct 2024

Enterprise account (Grupo AVAL) · Financial services

Led architecture and delivery for the office's largest account, making technology decisions with executive governance. Directed CrediCore on cloud: turned a complex, fragmented origination into a modern, integrable architecture, with security and data governance in a regulated environment. Forward deployment style: hands on with the client up to the bank's presidency.

Digital Transformation Lead · VASS · GlobalHitss · Tecnocom 2012 · 2021

Pensions · Health · Financial · Public sector

Architecture and delivery of critical platforms (migration to Azure) across sectors · LATAMDIGITAL 2019 award (Porvenir).

Skills

AI architecture: agent based AI platforms, multi agent orchestration, technology decisions across AI and orchestration, scalable and production ready designs, forward deployment (practical, implementable)

Context & retrieval engineering: context engineering, retrieval engineering (RAG), vector databases (pgvector), latency and cost optimization, cost aware model selection

Governance & security: AI governance, compliance and security best practices, data governance, traceability (Langfuse)

Build & platforms: builds with Claude Code, LLMs, APIs and integrations, cloud (Azure), PostgreSQL/pgvector, CI/CD

Domain & languages: banking, health, utilities, public sector, SaaS · Spanish native · advanced English (C1)

Summary

Experience

Skills

Education