Production Sprint
One stuck AI feature, taken to production-ready on a fixed scope and a flat fee. You walk away with a shipped feature, an evaluation harness so you can trust it, and a runbook your team can own.
Booking 2 client slots — Q3 2026
I ship your AI features into production.
Your AI demo wowed the room — then stalled. Too slow, it hallucinates, it costs too much, or nobody trusts it enough to ship. I'm the forward-deployed engineer who closes that last mile: reliable, evaluated, shipped. 14+ years building at scale; AI live in production at ImmuneFi.
shipped production software for
ImmuneFiThrive MarketModus CreateHobsons · Naviance
How I help
Three ways to work together
Start small to de-risk, then scale into an embedded partnership.
Embedded AI Engineer
A senior, forward-deployed engineer inside your team — shipping AI features continuously and owning the AI roadmap. The fastest way to turn "we should use AI" into things your customers actually use.
AI Architecture & Review
For teams that have the engineers but need direction. Architecture reviews, evaluation strategy, model and cost decisions, and a weekly call to keep your AI work on the rails.
Proof
Autonomous AI I've shipped
Not demos — live systems that take real-world actions.
Fiscalifyfiscalify.com ↗
An agent that reads a receipt photo (Claude vision), then drives Playwright browser automation across 18+ real merchant portals — OXXO, Walmart, Costco — to generate government-compliant CFDI invoices with no human in the loop. Mobile app, dashboard, and agent backend.
18+
portals automated
0
humans in the loop
Insiteclient work
Document intelligence for construction teams: ask questions across RFIs, submittals, and change orders and get cited answers. Claude Agent SDK plus a custom 9-tool MCP server, multi-tenant, fully observable.
Rooxairooxai.com ↗
An agent that sells from your website and WhatsApp — not a chatbot. Conversational sales with payments built in.
ImmuneFi2022 – 2025
AI products for the largest Web3 bug-bounty platform: Guardian AI (40% efficiency gain), a spam & duplicate classifier at +90% accuracy / 70% less manual review, and internal RAG systems — all live in production.
AgentFounderagentfounder.ai ↗
An autonomous founder that builds and grows products — multi-agent orchestration in a native desktop app. Also explore contix.mx and midastools.com.
About
14+ years shipping software at scale — now fully focused on getting other teams' AI to production.
Independent AI Consultant — armando.mx
Forward-deployed AI engineering for startups and enterprises: stalled LLM features taken to production, agentic systems, RAG pipelines, and AI architecture advisory.
AI Engineer — ImmuneFi
Shipped Guardian AI, Hackoon, a spam/duplicate classifier (+90% accuracy), and internal RAG systems to production at the largest Web3 bug-bounty platform.
Engineering Manager — Thrive Market
Led a 12-engineer web team on a high-traffic e-commerce platform. 25% performance improvement, 40% fewer deployment errors.
Software Engineer — Thrive Market · Modus Create · TopBox
Next.js migrations, microservices, component libraries, analytics platforms. Co-author of Learning Ext JS 4 (Packt). B.S. Computer Science, UTM.
Questions
What you might be wondering
What does a forward-deployed AI engineer do?+
A forward-deployed AI engineer embeds directly in your team to make AI actually work in production — not just prototype it. I take an LLM feature that's stuck at the demo stage and make it reliable, evaluated, fast, and shipped to your real users.
How quickly can you start?+
I'm currently booking new clients and can typically start within a week. A Production Sprint is scoped in a single 20-minute call, then kicked off immediately.
What does it cost?+
Production Sprints are a flat project fee scoped to the work. Embedded retainers are monthly and part-time. Advisory is a lighter monthly engagement. The fastest way to a number is a short call describing what you're trying to ship.
Do you work with startups or enterprises?+
Both. I've shipped AI in production at a high-scale platform (ImmuneFi) and built end-to-end agentic products for startups. I work remotely on US hours and also serve Latin American teams in Spanish.
What kinds of AI systems have you built?+
Autonomous agents that take real actions (browser automation, invoicing, sales outreach), document-intelligence and RAG systems with cited answers, and LLM features hardened for production with evaluations, guardrails, and cost control. I work primarily with the Claude Agent SDK, OpenAI, LangChain, and Playwright/MCP.
Let's talk
Got an AI feature that's stuck?
Tell me what you're trying to ship. If I can help, I'll say so on a 20-minute call — and if I'm not the right fit, I'll point you to who is. No pitch deck.
Book a 20-min call →