Pedro Muñoz — Forward Deployed Engineer

I bring Amazon engineering principles everywhere I build — ownership is the one I lean on most, regardless of company size.

This is me.

Hi, I'm Pedro.

Forward Deployed Engineer · Brussels, Belgium
Open to remote positions

Currently working as a Forward Deployed Engineer running projects for clients across Europe at the intersection of production software and applied AI, previously at Amazon and AWS. I help companies navigate the entire delivery cycle: infrastructure discovery, scoping, build, deployment, and the client relationship, bringing Amazon engineering principles everywhere I build — ownership above all.

Before this, I spent over six years as a Software Development Engineer at Amazon, working my way from intern to senior. I write about applied AI, agentic architectures, and what it really looks like to ship software on the client frontlines. Always open to connecting with engineers and founders building in this space.

Stack

Applied AI & Agents

Multi-Agent Systems

RAG

Model Context Protocol (MCP)

Vector Search & Embeddings

n8n

LLMs evals & Observability

Backend & Integration

Python

TypeScript

Node.js

REST APIs & Webhooks

Enterprise Integrations

Asynchronous Queues

CI/CD Pipelines

Cloud & Architecture

AWS — Lambda, DynamoDB, SQS

AWS CDK (IaC)

Google Cloud Platform (GCP)

Event-Driven Systems

Distributed Architecture

Data & Frontend

PostgreSQL

Pinecone

Supabase

Next.js & React

Vercel / Edge Deployments

Client-Facing Dashboards

Experience

Self Employed Contractor

Current

Forward Deployed Engineer

Aug 2025 - Present · Brussels, Belgium · Hybrid

Own client AI deployments end to end — production multi-agent workflows and RAG pipelines wired directly into client APIs, databases, and tooling via MCP.

Amazon

Senior Software Development Engineer

Feb 2025 - Aug 2025 · Madrid, Spain · On-site

Owned the P0 launch-blocking compliance engine for Australia under strict P99 latency constraints — unblocked and verified 10,000+ B2B sellers ahead of Day 1.

Amazon Web Services (AWS)

Software Development Engineer

Oct 2021 - Jan 2025 · Luxembourg · Hybrid

Partnered with AWS Solutions Architects to architect fully serverless, event-driven platforms — Lambda, DynamoDB, Step Functions, SQS — with multi-region IaC on AWS CDK.

Amazon

Data Analyst Engineer → Data Engineer → Software Development Engineer

Sep 2018 - Oct 2021 · Luxembourg

Progressed from data analytics apprentice to production SDE — the foundation years of Amazon’s engineering bar.

Accenture España

Machine Learning Engineer, Graduate Program

Mar 2017 - Jun 2017 · Madrid, Spain

Apprenticeship applying machine learning methods on client engagements ahead of joining Amazon.

Education

Master’s Degree, Machine Learning and Data Science

Universidad de Alcalá · 2018 - 2019

B.Sc. Computer Science, Software Engineering

Universidad Politécnica de Madrid · 2013 - 2017

Graduated with Honors · Erasmus exchange, Poznań, Poland

Selected Projects

Full write-ups are in progress — these are the case studies currently taking shape.

Client Agent Deployment

In progress

A production multi-agent system deployed directly inside a client environment — architecture, MCP integration, and the delivery process end to end.

PythonTypeScriptMulti-Agent SystemsMCP

Serverless Event-Driven Platform

In progress

A fully serverless, event-driven backend built on AWS Lambda, DynamoDB, and SQS, provisioned with AWS CDK for reproducible, multi-region deployment.

AWSAWS CDKDynamoDBSQS

Document Automation Pipeline

In progress

An end-to-end document and communication workflow automating classification and secure sync into an enterprise document store.

n8nPythonWebhooksThird-Party Integrations

Writing

Notes on applied AI, agentic architectures, and shipping on the client frontlines — publishing soon.

Applied AI

What forward deployment actually looks like

Notes from running AI delivery inside client environments — scoping, trust, and the parts no one puts in the case study.

Coming soon

Agentic Systems

Agentic architectures beyond the demo

What changes when a multi-agent system has to survive production traffic, real data, and a client SLA.

Coming soon

Engineering Practice

Amazon engineering principles, outside Amazon

Which parts of the ownership culture travel well to a five-person team, and which parts you have to rebuild yourself.

Coming soon