Gonzalo Martin PerezAI Software Engineer

CV

Gonzalo Martin Perez

AI Software Engineer | Applied AI · Product Engineering · Agentic & Distributed Systems

Bahía Blanca, Argentina · 100% Remote (UTC-3)

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Professional Summary

AI Software Engineer with Product Engineering scope, turning complex domains into scalable products across interfaces, BFFs, event-driven microservices, data, and agentic systems, in both cloud and enterprise on-premise environments. Production experience with Java/Spring Boot, Python/FastAPI, TypeScript/Node.js/NestJS, React, PostgreSQL, and AWS, plus RAG and agents with vector retrieval, tools, and guardrails. At fintech scale, helped deliver a complete production load of 20M+ promotions through an event-driven AWS pipeline that reached approximately 90,000 promotions/s with zero data loss, and designed the in-product RAG assistant for merchant owners. Held a principal design and implementation role on an enterprise back office, personally integrating its 10+ systems. Within a three-person team, delivered a platform active at 5 institutions and used by 1,000+ simultaneous users. Independent products generated USD 10,000+ in cumulative client profit. Information Systems Engineer, 8.67/10 average and 10/10 Final Year Project.

Professional Experience

Rampy

AI Engineer

Sep 2026 – Present · Remote

AI Engineering · Agentic Systems · Fintech

  • Set up an agentic engineering workspace to preserve context and enable coordinated parallel work while onboarding as an AI Engineer.

Teamcubation

Software Engineer

Dec 2025 – Aug 2026 · Argentina · Remote

Payway promotions platform — contributed as a key engineering team member to a complete historical load of 20M+ promotions in production and the ingestion of thousands of new promotions per day, within an ecosystem of 350,000+ merchants, 70+ card issuers, and 13 countries.

  • Delivered the promotions experience end to end: integrated a Single-SPA React/TypeScript microfrontend through a Spring WebFlux BFF and used Amazon API Gateway to bridge the HTTPS merchant portal with internal HTTP services.
  • Built Java/Spring Boot and TypeScript/Node.js/NestJS microservices using hexagonal or layered architecture, and developed and diagnosed containerized workloads running in Docker/Kubernetes-managed environments.
  • Implemented an event-driven/serverless flow with Amazon S3, SQS, and a Python/FastAPI AWS Lambda: production execution with real data reached approximately 90,000 promotions/s with zero data loss across the complete load. Also built Python/Node.js tooling for local loads, reconciliation, reporting, and diagnostics.
  • Designed an in-product RAG and agentic system for merchant owners using Python, LangChain, LangGraph, PostgreSQL/pgvector, and guardrails, augmenting LLM context with banking promotions associated with each merchant.
  • Created a custom agentic engineering workspace for the product's multi-repository integration landscape to streamline context retrieval, token usage, and consistent feature delivery.

Self Employed

AI Engineer & Full-Stack Developer

Jan 2024 – Present · Argentina · Remote

Independent Product Engineering · Revenue-generating products, internal operations systems, and AI automation for e-commerce, social media, and digital-product clients.

  • Designed and shipped digital products, back offices, and stock/point-of-sale extensions that generated USD 10,000+ in cumulative client profit, connecting commercial needs with maintainable, scalable operations.
  • Built MCP-, Claude-, and LLM-powered pipelines and agents for end-to-end content research, generation, and publishing; clients estimated operating-cost reductions of at least 70%.
  • Developed online stores, WordPress solutions, APIs, and custom full-stack integrations with Python/Node.js tooling for automation, bulk processing, and data analysis under Spec-Driven Development, cutting manual tasks from hours to minutes per cycle.

Cooperativa Obrera

Software Engineer

Dec 2024 – Dec 2025 · Bahía Blanca, Argentina · On-site

SGA · Secure, scalable enterprise back office for administering sensitive data, permissions, and auditing at Argentina's largest consumer cooperative: 150+ branches, 2.7M+ members, and 50+ internal systems. Held a principal design, architecture, and implementation role with Product Engineering scope.

  • Built a responsive, dynamic Next.js/TypeScript frontend connected exclusively to a Python/FastAPI BFF, which centralized the back-office contract and decoupled the UI from downstream microservices and integrations.
  • Personally integrated all 10+ systems covered by SGA through Java/Spring Boot and TypeScript/Node.js/NestJS microservices conforming to a shared permissions contract. To scale the work, built an agentic cross-system workspace that preserved context across repositories.
  • Standardized system onboarding with reusable structures, filters, and validation, reducing permission-related tickets and manual assignments by at least 80% and eliminating at least 95% of recurring assignment bugs, based on before/after tickets and logs.
  • Cut permission searches from approximately 10 minutes to under 10 seconds through SQL tuning, indexing, and pagination while keeping critical endpoints below 300 ms on average in qualified tests on enterprise on-premise servers.
  • Automated bulk loads and data validation with Python and implemented LDAP authentication and a complete audit trail with exportable reports.

Technical Skills

Applied AI & Agentic Systems

AI Agents · RAG · LangChain · LangGraph · Model Context Protocol (MCP) · LLM Integration · Vector Databases · pgvector · AI Guardrails · Claude API

Backend & APIs

Spring Boot · FastAPI · NestJS · Spring WebFlux · Spring MVC · Spring Security · Spring Data JPA · Laravel · REST APIs · Microservices · OpenAPI

Languages & Runtimes

Python · TypeScript · Java · JavaScript · Node.js · SQL · PHP

Frontend & Product UI

React · Next.js · Single-SPA · Microfrontends

Data & Architecture

PostgreSQL · MySQL · Redis · System Design · Distributed Systems · Hexagonal Architecture · Layered Architecture · MVC · Event-Driven Architecture · SQL Tuning

Cloud & Delivery

AWS · AWS Lambda · Amazon API Gateway · Amazon S3 · Amazon SQS · Amazon CloudWatch · Serverless · Docker · Kubernetes · GitLab CI/CD · GitHub Actions

Quality, Delivery & Observability

JUnit · Mockito · Jest · SonarQube · OpenTelemetry · Prometheus · Grafana · RBAC · LDAP · Application Security · Agile

Fintech & Blockchain Foundations

Fintech · Blockchain · Web3 · Account Abstraction · Smart Accounts · DeFi · ERC-20 · ERC-4337

Education

Universidad Nacional del Sur (UNS)

Information Systems Engineer

Jan 2020 – Oct 2025 · Bahía Blanca, Argentina · Average grade: 8.67 / 10

Graduated from a 5-year accredited engineering program at one of Argentina's top-ranked public universities: #10 nationally in the 2026 SCImago Institutions Rankings and #8 nationally across five consecutive CWUR editions (2020–2024). Completed 34/34 courses, an 8.67/10 average, a 10/10 Final Year Project, and Supervised Professional Practice. Relevant coursework: Artificial Intelligence Systems, Systems Architecture & Design, Databases, Software Verification & Validation, Algorithms & Complexity, and Formal Methods for Software Engineering.

View education and academic record →

Selected Project

Filomena · Production Exam Platform for Health Sciences

Jan 2025 – Dec 2025

Production platform active at 5 Argentine national institutions; Final Year Project graded 10/10, built by a three-person team with me as principal author and contributor.

  • Led architecture, backend, frontend, and infrastructure, modernizing a CakePHP + jQuery monolith into an API-first product with a Laravel REST API and Next.js/React/TypeScript frontend.
  • Supported 1,000+ simultaneous users observed in production with complete consistency and critical endpoints below 300 ms on average through SQL tuning, Redis caching and queues.
  • Reduced institutional onboarding from hours to minutes with production Docker/GitHub Actions deployments observed below 15 minutes.
  • Implemented production security and observability with Prometheus/Grafana, multi-role RBAC, student anonymity and per-institution data isolation.
  • Drove the technical contribution and coordinated Agile delivery with Trello, from requirements through production; the project received interviews and mentions from university authorities and outlets.

Languages

Spanish

Native

English

Professional working proficiency (B2)

Certifications

Docker Fundamentals

Universidad Nacional del Sur

Mar 2024

Professional Power Skills

Kognité

Jun 2026