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Recommendations

Received on LinkedIn and reproduced verbatim. Every entry links to the recommender's profile, and to the recommendations section of Marcos's LinkedIn profile (opens in a new tab) where the original can be verified (LinkedIn has no per-recommendation permalinks).

  • Jeff Levinsohn (opens in a new tab)

    CEO & Co-Founder at House Numbers (AI-enabled mortgage loan processing)

    Jeff was senior to Marcos but not his direct manager · 2026-08-23

    I have worked closely with Marcos Alvarez for more than four years at House Numbers. He was one of our first two non-founder engineering hires. When he joined, the engineering team consisted only of our CTO; Marcos and one other engineer were hired at the same time, and he has been instrumental in building nearly everything we've done since.

    When Marcos joined, we barely had a product. Over the next four years, he helped us build two very different platforms essentially from the ground up, including our eventual pivot into an AI-enabled mortgage operations company. He's the definition of a versatile senior engineer: front end, back end, infrastructure, integrations, architecture, AI systems — whatever the problem requires, Marcos can usually go deep enough to figure it out.

    One project that captures what he's particularly good at was building much of the communications infrastructure behind our mortgage platform. We needed to ingest email, SMS, phone calls, and voicemails; associate those communications with the correct loans; classify and interpret them; and make that context available to AI agents that could then take action. There wasn't much precedent for what we were doing and the requirements evolved constantly. Marcos researched the available tools and architectures, worked directly with our operations team to understand the real-world use cases, proposed approaches, built the system, and continued iterating on it as we learned.

    That is very typical of how he works. Give Marcos a large, complicated problem with some ambiguity and he'll research it deeply, think through multiple approaches, ask for feedback, and then own it all the way through implementation and production. And if you give him a particularly nasty bug, he is like a dog with a bone — he genuinely seems to enjoy running it down until he understands exactly what's happening.

    He's also incredibly reliable. Marcos has high standards, takes real pride in his work, communicates well, pushes back thoughtfully when he disagrees, and owns mistakes without ego. Over four years, I also watched him become a bigger part of our culture — still thoughtful and somewhat reserved, but with a playful sense of humor that became part of the personality of the team.

    If I were starting another technology company tomorrow, Marcos is exactly the kind of engineer I'd want among the first few hires. He's experienced, versatile, thoughtful, technically excellent, and someone I trust to figure out hard things and build systems that last.

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  • André Treib (opens in a new tab)

    Senior Software Engineer @ House Numbers

    André worked on the same team as Marcos (peers) · 2026-08-19

    I worked alongside Marcos for four years at House Numbers, from a handful of services to a sixteen-service platform, from a B2C web-app into a B2B dashboard. We were peers the whole way.

    Most engineers claiming AI-agent experience arrived in the last 2 years, with the boom of ChatGPT and similar tools. Marcos did not. In 2022, he built our mortgage eligibility and pricing engine: a declarative matcher framework scoring HECM, HELOC and HELOAN products, with parallel eligibility checks and product definitions validated by types rather than convention. In 2023, he built our conversational service: stateful intents that adapted to what we already knew about a user, persisted chat history, and retro-filling of context when data arrived late. So when LLM agents came, he already knew what an automated decision system has to survive before people will trust it.

    Marcos went straight for the unglamorous parts when needed. He was the one who designed our LLM-as-a-judge scorers, an *.agents.ts convention that isolates model-dependent code in a CI lane that only fires when a prompt or an agent actually changes, making sure our test suite would be reliable even thought LLMs are not deterministic and that we would not run real-model evals on every pull request. He was the one who defended that "OpenAI grading OpenAI's own output" tends to have a bias, and he moved our model selection out of environment variables so we could judge with an opposing provider.

    Most recent, his document-extraction proof of concept beat our incumbent vendor's field-reading accuracy at roughly $0.30 per loan against their $25. He also replaced 24 hand-written MCP tool files with a declarative factory that tripled our agent's tool coverage. He became the person all of us pinged about email triage and communications in our product, without ever claiming ownership of it, just because we trust his analysis skills and overall knowledge of the product and its flows. And, to put a cherry on top, Marcos built his own tooling, including his own agent CLI, being a champion of AI tooling in our team, always sharing and teaching our team.

    Marcos (or Paco, as we kindly call him) is a great asset to any team, and a even greater friend. He is kind, communicative, proactive, and a great team player. Marcos was an essential part of the culture we built at House Numbers, and a crucial part of the product we built. I would recommend him a thousand times!

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  • Crystal Butman (opens in a new tab)

    Product Manager at House Numbers

    Crystal worked on the same team as Marcos · 2026-08-13

    Marcos is a rare kind of engineer. He's excellent at his craft, and he pairs that with something I value just as much. He is a true thought partner. We've worked together on many projects, but a few stand out. On our LLM document classification and extraction work, he was my partner well beyond the engineering. He held our vendors accountable to what they promised, and when it became clear we could do things more accurately in-house, he found and built the alternatives that got us there. On our communication service, he's been my go-to. He built a foundation the operations team could actually trust, so when we started layering LLMs and agentic workflows on top, we were building from solid ground.

    As a PM, I work with him closely, and what stands out is how deeply curious he is about our users. He isn't satisfied just knowing what happened or what the team asked for. He really digs into the why and the actual need underneath the request, and he makes sure the problem is truly solved before he calls it done. He also up-levels everyone around him. He pushes for the team to get better and for the work to get better, and he's the person the room looks to.

    Part of that is his energy. He's kind and thoughtful, but he also says the thing that needs to be said and holds us to real alignment and understanding, not just consensus. Working with Marcos makes the product better and makes the rest of us sharper. Any team would be fortunate to have him.

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  • Stojan Ilic (opens in a new tab)

    JavaScript Tech Lead at Xogito Group, Inc

    Stojan was Marcos's direct manager · 2022-03-15

    Marcos is a great developer and team player with an outstanding knowledge of technology and libraries, which he is always ready to share with other developers. He also has a good level of devops knowledge, and is very helpful when planning a system architecture.

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  • Igor Marini (opens in a new tab)

    Full-Stack Software Engineer | Node.js | TypeScript | NestJS | SQL | React | AI Solutions

    Igor worked on the same team as Marcos · 2021-10-26

    Glad to have Marcos in the same team during my time at Xogito. He's a problem solver in its purest form and always ready to help the colleagues. Furthermore, Marcos is a very friendly and easy-going person, so that's another great feature to point out about his many skills. Technically speaking, I learned a lot of PostgreSQL with him so he saved the day several times. I'd sure recommend him to any company or project.

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  • Daniel Obara (opens in a new tab)

    Senior Software Engineer | Instructor/Mentor

    Marcos supervised Daniel · 2021-08-25

    Marcos is a very patient professional who helps whenever possible, always willing to listen and propose solutions, not only with technical content but also valuable tips for life. His level of maturity and empathy is incredible, I believe he has a great profile for Tech Lead. Thanks for everything.

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