Sebastian — Rojas

[ SR/2026 ] - Portfolio Guadalajara, MX · Field notes of a forward-deployed engineer

Sebastian Rojas

Engineering Manager · GenAI & Multi-Agent Systems Architect. I design and ship production agent systems for government and enterprise.

Selected work -> Contact

Forward-deployed GenAI AWS · GCP · Azure certified Open to hard problems

[ 001 ] - Summary

Agents in production, not demos.

Engineering manager and GenAI architect delivering production systems for government and enterprise clients, including multi-agent GenAI deployments.

I design and ship developer harnesses, agent memory layers and Spec-Driven Development workflows that measurably cut token consumption and accelerate delivery.

Beyond agents: I have shipped B2B enterprise integrations (EDI 214/810, SAP CPI, AS2/SFTP), serverless image-classification APIs, multi-carrier insurance quoting platforms and AI-assisted incident detection systems — across AWS, Azure and GCP.

~10 stat1_l
~40% stat2_l
+20% stat3_l
~10,200 stat4_l

[ 002 ] - Experience

Deployments, not case studies.

Click a card to uncover the details.

iNBest · Guadalajara

Head of Software Factory

Jul 2024 - Present
  • Multi-agent orchestration across Claude Code, Codex and Cursor under one Spec-Driven workflow.
  • Engram replaces full-context replays with retrieval-augmented agent state: ~10,200 startup tokens cut per agent invocation.
  • ~40% lower total token consumption with improved task continuity across sessions.
  • Adopted across the software factory as the standard development workflow.
  • OpenSpec-style workflows and spec-first handoffs standardized across teams.
  • Reduced ambiguity at delivery boundaries; development velocity up 20%.
  • Government of Guadalajara: conversational agent with multi-MCP server integration, RAG over document repositories and live API connectors for real-time retrieval.
  • Government of Michoacán: central orchestrator with two sub-agents, one querying an Azure Data Lake via MCP (ingesting from AWS MySQL), the other retrieving vectorized documents from a Redis vector store.
  • EDI 214/810 and XML over AS2/SFTP, orchestrated with Azure Functions, Logic Apps and SAP CPI.
  • Diagnosed mTLS chain-of-trust issues across InforNexus and Azure Key Vault.
  • Defined the Software Delivery Engineer profile: Domain Immersion, Trusted Advisor, Product Engineering Mindset, BizDevOps translation.
  • Led ISO 20000 and ISO 27001 renewals; contributed to AWS DevOps Competency Partner status.
iNBest · Guadalajara

Software Factory Team Lead

Nov 2023 - Jul 2024
  • XML web-service integrations with multiple insurance carriers.
  • Role-based access and post-sale tracking.
  • Cross-platform app with Google Analytics instrumentation, increasing customer engagement.
  • Serverless API for automated product image classification, improving marketplace security and seller onboarding.
iNBest · Guadalajara

Software Engineer

Jul 2023 - Nov 2023
  • Cloud platform on Flask, React + Vite and Docker, integrating AWS Rekognition, Textract and Detectron, with Tableau analytics.
  • Streamlined static vehicle content management for JAC Motors Mexico, reducing time-to-publish.
Meta · via Major League Hacking

Production Engineering Fellow

Jun 2022 - Aug 2022
  • Python, Flask, Jinja, MySQL and Nginx.
  • Automated CI/CD pipelines; monitoring with Prometheus and Grafana.

[ 003 ] - Side ventures

Built on the side.

Girotech · girotech.mx Co-founder & Technical Lead 2025 - Present

An autonomously-operated consulting studio.

A Jalisco-based technology consulting studio focused on tailored software, consultative engagement and short delivery cycles.

  • Operations run autonomously on a custom OpenClaw multi-agent harness with specialized chief-of-staff agents.
  • Notion-based CRM handles lead intake, qualification and follow-up with minimal human-in-the-loop.
  • Infrastructure on Cloudflare and AWS; design, project management and engineering under one roof.
Visit girotech.mx ->

[ 004 ] - Skills

The stack.

GenAI / Agents

Agent systems, end to end.

  • f1
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g1
AWS LambdaAWS SAMRekognitionTextractRDSAzure FunctionsLogic AppsData LakeKey VaultGCP
g2
PythonTypeScriptJavaScript
g3
FastAPIFlaskNestJSExpressDjangoReactReact NativeServerless
g4
PostgreSQLMongoDBMySQL / RDSDynamoDBRedis
g5
DockerCI/CDBashCloudFormationAzure DevOpsCodacy
g6
SDDAgile / Scrum (PO)Value-Based DeliveryDevOps

[ 005 ] - Credentials

Certified & schooled.

Certifications

AWS DevOps Engineer Professional

i_aws

AWS Developer Associate

i_aws

AWS Cloud Practitioner

i_aws

Professional Cloud Developer

i_gcp

Azure Developer Associate

i_az

ITIL V4 Foundation

i_itil

Education

Instituto Tecnológico y de Estudios Superiores de Monterrey

B.Sc. Computational Technologies Engineering

2019 - 2023Guadalajara, Mexico

4.0 / 4.0 GPA

Spanish - Native English - Highly proficient (C1)

[ 006 ] - About

Beyond the terminal.

Engineering is what I do. These are some of the things that shape how I think.

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[ 007 ] - Contact

Let's build agents.

Open to conversations about multi-agent systems, GenAI architecture and engineering leadership. The fastest way to reach me is email.

Email rssebas08@outlook.com -> GitHub github.com/Sreddx -> LinkedIn linkedin.com/in/sebastian-rojas-sal ->