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Aarón GarcíaAG
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Aarón García

@aarngarca

Software engineer at Agave Matchmaker building production AI delivery agents with human approval gates and mobile products.

Mexico
Message

At Agave Matchmaker, I built a spec-driven agentic delivery pipeline where every change passes a human approval gate, and CI runs deterministic guardrails and regression evals. I ported its orchestration to LangGraph with SQLite checkpointing, and wrote TypeScript MCP servers for agents to reach their tools.

At ATASA, I worked directly with the business owner as the only engineer on the account, developing driver and passenger apps alongside a FastAPI backend. I rescued the driver app from three months of App Store rejections and shipped NetPay 3DS payments behind feature flags and a user whitelist.

At Tequila Matchmaker, I was the sole Android developer for a 100K+ download production app, migrating the codebase to Clean Architecture and DDD while cutting ANRs by 94% and crashes by 40%. Earlier, I worked on growth engineering at Nubank, with acquisition funnels serving millions of users.

Experience

Work history, roles, and key accomplishments

OS
Current

LangGraph orchestrator

Own system

Aug 2026 - Present (2 months)

Ported pipeline orchestration to LangGraph with SQLite checkpointing and a cost ledger. Self-hosted behind a private LLM gateway.

AM
Current

Agentic delivery pipeline

Agave Matchmaker

Nov 2025 - Present (11 months)

Spec-driven delivery with rules enforced in code, including human approval gates and CI guardrails. A review agent audits the pipeline and proposals are approved in a decision ledger.

AT
Current

MCP and ops tooling

ATASA

Oct 2025 - Present (1 year)

Developed a CLI and MCP server with a 24/7 production monitor and an APK ship pipeline with smoke checks.

AT
Current

Full-Stack Engineer (freelance)

ATASA

Oct 2025 - Present (1 year)

Sole engineer on the account, building driver and passenger apps and a FastAPI backend on AWS. Rescued the driver app from App Store rejections and shipped NetPay 3DS payments behind feature flags.

PW

Senior Full Stack Software Engineer

Panasonic Well

Sep 2025 - Nov 2025 (2 months)

Performed AI and RAG work for a health and wellness platform behind a FastAPI and Supabase BFF. Contract ended when the division closed.

CI

Senior Software Engineer

Couchsurfing International

Feb 2025 - Sep 2025 (7 months)

Built in-house UI component libraries and improved GitHub Actions CI/CD for a global consumer product. Fixed-term contract finished as planned.

KA

Senior Mobile Engineer

Kamet

Feb 2024 - May 2025 (1 year 3 months)

Inherited a fintech codebase with zero test coverage and took it to a production banking launch, including the first automated test suite and OWASP compliance.

NU

Software Engineer

Nubank

Oct 2021 - Dec 2023 (2 years 2 months)

Worked on growth engineering for acquisition funnels serving millions of users at a large digital bank, and built internal tools adopted across squads.

CR

Software Engineer

Crabi

Jan 2015 - Jan 2021 (6 years)

Performed native-to-Flutter migration and sensor-based driver-risk scoring, shipped 5+ apps end to end, and built a real-time emergency alert system with WebRTC streaming.

AM

Software Engineer

Amplemind

Jan 2015 - Jan 2021 (6 years)

Shipped 5+ apps end to end and contributed to a real-time emergency alert system with WebRTC streaming.

SE

Software Engineer

SecApp

Jan 2015 - Jan 2021 (6 years)

Shipped 5+ apps end to end and contributed to a real-time emergency alert system with WebRTC streaming.

Education

Degrees, certifications, and relevant coursework

CG

CUSUR, Universidad de Guadalajara

B.Eng., Telematics Engineering

2011 - 2015

Bachelor of Engineering in Telematics Engineering from CUSUR, Universidad de Guadalajara, completed in 2015.

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