Open to work NI · Remote © 2026

Carlos Ruiz
builds intelligent systems
that ship.

Systems engineer working at the intersection of AI, full-stack, and cloud infrastructure. I design and operate the entire stack — from LangGraph agents to Kubernetes clusters running them in production.

Focus Agent systems
Based Managua, Nicaragua
Status Open to work
Experience 4+ years

An end-to-end engineer.

Most teams need someone who can move fluidly between agent logic, frontend polish, and the infrastructure underneath. That's the gap I close.

01
AI & agent orchestration
Production agent systems built on LangChain and LangGraph. State machines, tool calling, evaluation harnesses, retrieval pipelines.
Python · LangGraph · LangChain · Pandas
02
API & backend services
Typed FastAPI and Django services with clean domain boundaries. Async workers, background jobs, observable by default.
FastAPI · Django · Postgres · Redis
03
Frontend systems
Modern React applications. Component libraries, accessible primitives, performance budgets respected.
React · TypeScript · Vite · Tailwind
04
Infra, DevOps & MLOps
Containerised everything. Kubernetes for stateful workloads, Serverless for spiky ones. Repeatable, observable pipelines.
Docker · Kubernetes · Serverless · Terraform

Axon — turning ideas into a graph.

"When everyone has an opinion, the org has none."

Axon is a multi-agent platform that listens to a company's strategic conversations — meetings, decisions, written memos — and aligns them into a single living knowledge graph. It's the system I'm most proud of.

A LangGraph state machine routes each idea through a chain of specialised agents: extraction, deduplication, conflict detection, synthesis. The output lands in Neo4j as a structured graph of intents, decisions, owners and constraints — queryable in plain language.

12Agent nodes
~94%Extraction accuracy
300msMedian query
Neo4jKnowledge layer
Live · LangGraph orchestration

Selected work.

A small set of recent systems where the architecture mattered more than the framing copy.

Axon console — graph view
AI Platform · 202501

Axon

Multi-agent system that aligns corporate ideas into a Neo4j knowledge graph. LangGraph orchestration, FastAPI backbone, React console.

LangGraph · Neo4j · FastAPI Case study →
View all projects

Versatile across the three.

I match the cloud to the problem rather than the other way around. Production experience on each, with a strong preference for portable infrastructure.

AWS
AWS
Primary
EKSCompute
LambdaCompute
RDS · AuroraData
SageMakerML
BedrockAI
CloudFront · S3Edge
AZ
Azure
Enterprise
AKSCompute
FunctionsCompute
Cosmos DBData
OpenAI ServiceAI
AI FoundryML
Front DoorEdge
GCP
Google Cloud
Data & AI
GKECompute
Cloud RunCompute
BigQueryData
Vertex AIAI
Pub/SubEvents
Cloud CDNEdge