Ismael Marin

Staff Software Engineer & AI Engineer

Leon, Gto, Mexico 🇲🇽 (Remote)

Phone: +52 477 792 9000

Summary

Tech Lead and Staff Software Engineer with 20 years of remote software development experience. Specialized in scaling enterprise Ruby on Rails monoliths, architecting high-performance systems in Rust, and constructing developer-centric Agentic AI integrations & Model Context Protocol (MCP) workflows. Host of the bi-weekly AI media segment "De Mentes Aumentadas" on FM radio and Spotify.

Skills & Core Capabilities

Backend & Infrastructure

Ruby on Rails, Rust, Python, Hanami, dry-rb, ROM, PostgreSQL, Redis, Docker, AWS, Cloudflare, Vercel, system design, performance scaling.

AI Engineering & DX

Model Context Protocol (MCP) server design, agentic loops, LLM benchmarking & evaluation, prompt engineering, Tessl AI skills, ReAct reasoning.

Leadership & DX

Technical leadership, Architecture Decision Records (ADRs), Spec-Driven Design, TDD/BDD, public technical evangelism (podcast/radio host).

Experience

Software Technical Lead / Senior Software Engineer · Dealerware

May 2022 — April 2026

Career Progression: Contracted initially via 3Pillar Global; hired directly due to high performance; promoted from Mid-level to Senior, and subsequently to Software Technical Lead.
Led cross-functional engineering squads, establishing technical directions, mentoring engineers, and coordinating sprint deliverables.
Owned and scaled core backend monolith and microservices, managing up to 10k+ peak transactions/hour with over 370 merged pull requests.
Authored over 40+ system architecture specifications and Architecture Decision Records (ADRs) to standardize database schemas, background workers, and API versions.

Principal Remote Consultant & Tech Lead · Freelance & Contract (NDA Restricted)

2006 — Present

Architected, updated, and scaled complex, high-throughput Ruby on Rails monoliths and APIs for diverse enterprise clients.
Designed and compiled low-level high-performance tools in Rust for async operations and memory-safe runtimes (Tokio).
Led remote developer teams, enforcing coding guidelines, automated testing (TDD/RSpec), and automated security audits (Snyk).
Dedicated transition periods to maintaining 7 active open-source AI agent tooling and context protocol (MCP) repositories.

AI Radio Cohost / Tech Evangelist · De Mentes Aumentadas

2025 — Present

Hosts a syndicated bi-weekly radio segment explaining artificial intelligence, data privacy, and agentic workflows to the public.
Syndicates radio recordings as a Spotify podcast, driving thought leadership and technology adoption in the Spanish-speaking community.

Featured Open Source Work

ruby-skill-bench GitHub

Evaluation engine for benchmarking AI coding agent skills with 100% reproducibility in isolated Git sandboxes.

rails-ai-bridge GitHub

Zero-config Rails generator mapping app context to AI tools and running a live introspection MCP server.

agent-mcp-runtime GitHub

Safe, compiled Rust CLI that manages Model Context Protocol (MCP) connections and agent execution loops.

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