This defines the role, responsibilities, qualifications and evaluation criteria for the AI Engineer position at Fountain Forward. The hire will own the design and implementation of the company’s next AI product, building agent-native platforms powered by multi-agent orchestration, Retrieval-Augmented Generation (RAG) and production-grade machine learning pipelines deployed on Databricks.
Job Description
Definitions & Abbreviations
- AI Agent: An autonomous software component powered by a Large Language Model that reasons over a goal and executes actions through a defined tool-use interface.
- Orchestration Layer: The software boundary that coordinates multiple agents, tools, memory and control flow across an AI workflow, commonly implemented with frameworks such as LangGraph or LangChain.
- RAG (Retrieval-Augmented Generation): An architecture pattern where an LLM is grounded on external knowledge retrieved from a vector store or domain-specific catalog before generating a response.
- MLOps: The set of practices for building, deploying,



monitoring and iterating machine learning models in production, typically covering experiment tracking, CI/CD and model governance.
- NLP (Natural Language Processing): The field of techniques for programmatically understanding, classifying and generating human language.
- LLM (Large Language Model): A foundation model trained on broad corpora and fine-tuned to follow instructions, used as the reasoning engine of an agent.

Role Overview
Mission
- Lead the technical build of Fountain Forward’s first agent-native AI product, from prototype to production.
- Design and ship a robust orchestration layer that lets multi-agent workflows autonomously plan, retrieve, reason and act over enterprise data.
- Partner directly with product, data and client-facing teams to translate business problems into reliable AI capabilities.

Scope of Impact
- This is a builder role, not a research role: the work is measured by features shipped, uptime and b

📌 AI Engineer (Colombia)
🏢 Fountain Forward
📍 Colombia