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Available: freelance & full-time roles

Tech Lead & AI Product Engineer

I lead teams building software for healthcare and other regulated industries, where getting the details right really matters. Lately I've been bringing AI into those products with React, Next.js, and the Vercel AI SDK.

Remote · UTC-3 · overlapping US business hours

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Fern frond in soft light — botanical photography by Lara Mateo
Bougainvillea blossoms against the sky — botanical photography by Lara Mateo
Lush green foliage — botanical photography by Lara Mateo
OPEN TO NEW WORK ✿ REMOTE · UTC-3 ✿

About meGrowing ideas into software people can trust

I'm a Tech Lead and AI Product Engineer with six years of experience. Right now I'm building Kenda, an AI FinOps startup I co-founded, and taking freelance work alongside it, and I'm open to the right full-time role. Before this I was Tech Lead at Clarity RCM, a HIPAA-regulated healthcare platform used by more than 200 medical practices. I joined as a Senior Engineer, moved into the Tech Lead role about six months later, and led a team of up to six across an internal operations tool and a client-facing app.

The work I like most is owning something end to end: figuring out what to build, proposing the design, building it, keeping it fast, and catching privacy and compliance problems before they reach anyone. On the healthcare platform that meant catching a HIPAA gap at design time, before any of it shipped, when patient data was about to run through infrastructure it legally could not touch. I led the re-architecture around it.

I studied Information Systems Engineering at the National Technological University of Argentina, and I got into tech by teaching it, which still shapes how I lead and review code. Earlier I built high-performance interfaces at ReflexAI, Mercado Libre, and GlobalLogic. I care about software that includes everyone and does not compromise on privacy, and lately I have spent a lot of my time working out where AI genuinely helps and where it just gets in the way. Outside the day job I keep shipping things I believe in, like Pagewise, a Claude-powered reader, and Marksight, an open-source Markdown editor a couple hundred people now use.

ReactNext.jsTypeScriptNode.jsLLM IntegrationVercel AI SDKClaude / Anthropic APIPrompt EngineeringTechnical LeadershipObservability (Datadog)Web PerformanceSecurity / OWASP
  • Rooted in Buenos Aires
  • Shipping worldwide
  • React & Next.js
  • AI product engineering
  • Accessible by default
  • Open to new work

Case studiesSelected work

Some of the work I'm most proud of. The summary is the short version; open one for the problem, the constraints, and what I actually did about it.

Tech Lead · Healthcare · Regulated

Catching a HIPAA risk before it shipped

I found a HIPAA compliance gap on a platform that handled health data for more than 200 medical practices, and led the work to re-architect around it.

200+ medical practices servedHIPAA compliance safeguarded1 risk caught & re-architected

Problem

The platform handled protected health information (PHI) for over 200 practices, and one of our architecture decisions meant we were handling that data in a way HIPAA doesn't allow. Nobody had caught it yet.

Constraints

There was no room for error with PHI, the system was already live with real practices depending on it, and the rest of the team was still shipping features. The fix couldn't slow everyone down.

What I did

  • Followed the data to find exactly where PHI was ending up where it shouldn't
  • Designed a focused re-architecture instead of a risky full rewrite
  • Planned the migration so live practices wouldn't feel it
  • Got product, engineering, and compliance on the same page about the trade-offs

Outcome

We closed the gap, and the approach we used became how the team handled PHI from then on.

What I took from it

The hard part wasn't really the code. It was noticing a risk no one else had flagged, then fixing it without stopping the roadmap or worrying 200+ customers. That kind of judgment is the part of security work I care about most.

Senior Engineer → Tech Lead · Healthcare · Team leadership

Senior to Tech Lead in six months, and a team of six

I went from Senior Engineer to Tech Lead in about six months, then led a team of up to six building two healthcare products at the same time.

6 engineers led~6 mo Senior → Tech Lead2 products shipped at once

Problem

We needed to ship an internal operations tool and a client-facing app at once, on a regulated platform where quality and compliance weren't negotiable.

Constraints

Two products, one team, and me learning how to lead while still writing a lot of the code myself.

What I did

  • Owned features from requirements and design all the way to shipping
  • Set up how the team handled code review, testing, and monitoring
  • Mentored the engineers and helped grow the team to six
  • Kept product and engineering on the same page about scope and trade-offs

Outcome

Both products shipped, the team grew, and I got the promotion based on what I delivered rather than how long I'd been there.

What I took from it

I hadn't been there long, but the promotion came from what I actually shipped. For me, leading meant being responsible for the whole outcome: the product, the compliance side, and a team that was still growing.

Senior Frontend Engineer · Large-scale web · Performance

High-performance interfaces at scale

I built and tuned interfaces for large products at ReflexAI, Mercado Libre, and GlobalLogic, focusing on Core Web Vitals, load time, and how fast things actually feel.

Faster LCP, CLS & INP improvedIn CI perf budgets on every PRLighter less JS, images & hydration

Problem

At that scale, performance really matters. Slow loads and weak Core Web Vitals quietly cost you engagement, conversions, and search ranking.

Constraints

Real production traffic, big shared codebases, and a lot of teams shipping at the same time.

What I did

  • Profiled and fixed the slow parts: bundle size, images, hydration
  • Improved Core Web Vitals across LCP, CLS, and INP
  • Built reusable, accessible components that stayed fast under load
  • Added performance checks so regressions got caught in CI

Outcome

Faster, more accessible interfaces, with Core Web Vitals improvements I could actually measure.

What I took from it

I treat performance as a real feature. The win that lasts is putting the checks into CI, so speed and accessibility hold up as the product keeps growing.

Off the clockSide projects

From a product I co-founded to open-source tools and quick experiments, the things I build outside the 9-to-5.

KendaFeatured
Co-founded product

Kenda

Teams running AI agents in production can't see which agent, team, or customer is burning tokens. Spend hides behind shared API keys until the monthly invoice lands, or a runaway agent quietly burns tens of thousands before anyone notices.

Co-founded Kenda, a FinOps platform that traces every token back to the agent, user, team, and API key behind it. It reconciles usage against provider invoices to within 0.5%, flags waste like context bloat and runaway loops, and forecasts burn, so finance and engineering finally read from the same numbers.

A web platform that turns opaque LLM bills into per-agent, per-customer cost and margin, catching anomalies within hours instead of at month-end. Live at kenda.app, with SOC 2 Type II in progress.

Next.js · Vercel · TypeScript · FastAPI · Python · AWS Lambda · Amazon DynamoDB · Amazon Bedrock · EventBridge · Auth0

Umbryn MCP

July 2026

Umbryn MCP

Built an open-source MCP server that redacts PII/PHI into reversible placeholders before text ever reaches an LLM. It runs self-hosted with zero egress, understands HIPAA identifiers (checksum-validated NPI, DEA, Medicare MBI, MRN, CLIA), and fails closed: when detection is uncertain it blocks the request instead of leaking data.

Python · Model Context Protocol · Microsoft Presidio · Ruff · GitHub Actions

Pagewise

March 2026

Pagewise

An AI reader powered by Claude. Paste a link and it streams back a summary at whichever depth you pick (brief, detailed, or explain-like-I'm-five), then answers follow-up questions strictly from the page's content. You don't need an account.

Claude · Anthropic AI · React · Next.js · Typescript · Tailwind

Marksight

September 2025

Marksight

An open-source Markdown workspace with live side-by-side preview, outline navigation, keyboard shortcuts, and local-only storage. Documents export to HTML, PDF, or Markdown, and can also be packaged as ready-to-use SKILL.md bundles for Claude and other AI agents.

React · Next.js · Typescript · react-markdown · codemirror · motion.dev · Tailwind · Shadcn

AI ChatBot

October 2024

AI ChatBot

A conversational AI app built on Google's generative AI, with the scaffolding a real deployment needs: Clerk authentication, a MongoDB-backed admin panel for managing the bot's content, and light and dark themes.

Google Generative AI · React · Next.js · Typescript · Shadcn · Clerk · MongoDB · Next-themes · Tailwind

AI Need an Idea

August 2024

AI Need an Idea

A generator for programmer's block: pick a language you know, a technology you want to learn, and a theme, and it uses Google's generative AI to produce a project idea tailored to all three, in a playful animated UI with Zod-validated responses.

Google Generative AI · React · Next.js · Typescript · Framer Motion · Tailwind · Radix UI · Zod

Words of Encouragement

February 2023

Words of Encouragement

A public wall where anyone can leave a short encouraging note for whoever needs it, signed or anonymous, without creating an account. Soft animations keep the space feeling warm rather than gamified.

React · Next.js · Typescript · Framer Motion · CSS Modules

Basement

January 2023

Basement

A pixel-faithful rebuild of basement.studio's merch store as a Next.js PWA, with the personality in the interactions: products drag into the cart, a custom cursor follows you around, marquees scroll past, and checkout ends in confetti.

Next.js · React · TypeScript · ESLint · Framer Motion · Tailwind CSS · Next PWA · Next SEO · UUID · Clsx

Paisanos NFT

January 2023

Paisanos NFT

An NFT auction marketplace with category, price, rarity, and color filters, live bid countdowns, sound effects, and animations. It installs as a PWA and ships with a Jest and React Testing Library suite.

Next.js · React · TypeScript · React Testing Library · Jest · ESLint · Framer Motion · React Select · CSS Modules · Next PWA

ProcessHow I work, from idea to shipped

The way I actually work, end to end: figuring out what to build, building it well, and staying with it after it ships. I borrow the botanical names because that's roughly how it grows.

Step 1

Seed

Discovery & Strategy

I start by getting the problem straight: who it's for, what success looks like, and where the real constraints are. Then I map out the technical shape of it, so the build rests on something solid instead of guesswork.

  • Working out requirements and goals
  • Technical architecture and trade-offs
  • Accessibility, privacy, and performance from day one
  • A timeline and milestones I can stand behind
Step 2

Grow

Design & Development

This is where I'm most at home: turning the plan into a real, working interface. I build it component by component, keep it fast and accessible as it grows, and test as I go so quality stays high.

  • Component-driven build in React and Next.js
  • Responsive, accessible implementation
  • Performance kept in check, with checks in CI
  • Continuous testing and iteration
Step 3

Flourish

Launch & Evolution

Launching is just the beginning. I handle a clean deploy, watch how it behaves with real usage, and keep improving from there, fixing what the data shows and planning what comes next.

  • Clean deployment and monitoring
  • Analytics and real user feedback
  • Ongoing maintenance and improvements
  • Planning for scale and what's next

Want to talk about working together? Let's chat.

Book a call

ValuesValues that root everything I do

A few principles that show up in everything I build, and in how I work with a team.

Security & compliance first

I tend to catch privacy, security, and compliance risks before they ship. That comes from working on HIPAA-compliant healthcare and knowing the OWASP Top 10 well.

Accessible & human-first

I build interfaces that are accessible and genuinely easy to use. Technology should work for everyone, not just the average user.

Performance as a feature

I keep things fast and well-tested, with performance checks in CI so quality doesn't slip as the product grows.

Honest about new tech

I try to be clear-eyed about when AI or extra complexity actually helps, and when a simpler approach is the better call.

Get in touchLet's Plant the Seed of Your Next Idea

Whether you're hiring for a full-time role, have a product you want built, or need a careful second opinion on an AI feature or a regulated app, tell me what you're working on. I read every message and reply within a day.