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Mariano S.MS

Mariano S.

CTO & AI Lead

€400/day
Madrid, ES
15+ years

Average response time: 1 hour

Freelancer profile translated to English.
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About Mariano

Software engineer with 28+ years of experience, the last dedicated entirely to building AI in production. I don't do demos or proof of concepts: I build platforms that work with real users.

My specialty is applied AI: RAG systems, autonomous agents, MCP servers, model orchestration, and full-stack architectures (Next.js, React, Python, FastAPI, PostgreSQL/pgvector). I work with Claude Code and Cursor as my primary methodology, allowing me to go from idea to production in days.

I am currently developing two of my own products: Pensso (pensso.com), a legal AI platform with multi-LLM orchestration, RAG over 40GB of vectorized Spanish legislation, and specialized agents; and Virtuaclon (virtuaclon.com), a generative AI platform for images and video with PyTorch/CUDA pipelines on GPUs.

Degree in Physics from UAM. I have been CTO and Technical Director in multiple organizations, leading teams of up to 10 people and making end-to-end architectural decisions. Pragmatic, direct, results-oriented: I choose the solution that works, not the one that impresses in a meeting.
  • English

    Native or bilingual

  • Spanish

    Native or bilingual

Can work on-site
Madrid (up to 50km)

Experience

  • Pensso. Orion Online Services S.L.
    CEO & AI Lead
    November 2025 - Today (9 months)
    Madrid, Spain
    Design and development of SaaS platform that orchestrates LLM models (Claude, GPT-4, Gemini, Llama, and many others) via OpenRouter with intelligent routing by task type. Implementation of legal RAG system: indexing of +45 Spanish consolidated laws (+14,000 articles) with semantic search using embeddings and pgvector. Cross-conversation persistent memory system with automatic fact extraction and vector embeddings. Specialized workflows for legal and tax professionals: contract analysis, lawsuit drafting, automated tax calculations. Document processing with OCR (Tesseract.js), automatic classification, and export to PDF/DOCX/XLSX. Billing system with Stripe, rolling-window quotas, and freemium model with lead magnets. SEO Stack: Next.js 16, React 19, TypeScript, Supabase (PostgreSQL + pgvector), OpenRouter, Vercel AI SDK, Stripe, Tailwind CSS. Management of a team of 1-5 people. Internationalized products in multiple languages.
    Next.js React.js Typescript Supabase PostgreSQL
  • Virtuaclon Orion Online Services S.L.
    CEO & AI Lead
    August 2025 - October 2025 (2 months)
    Virtuaclon — Generative AI SaaS Platform for image and video creation. Generates personalized visual content using diffusion models (Flux, Z-Image, Wan) executed directly on PyTorch/CUDA on dedicated GPUs (RunPod A6000/A100), with LoRA training for character identity in images and video, and workflows in ComfyUI with face, hand, and skin detailers. Hybrid pod/serverless architecture with Docker workers and queue management to optimize cost and latency, plus crypto-to-fiat payment processing for high-risk verticals.
    CUDA Python Pytorch Flux LoRa
  • Rankimpulse Orion Online Services S.L.
    CTO
    June 2023 - July 2025 (2 years and 1 month)
    RankImpulse — SEO automation SaaS platform that improves Google rankings through CTR manipulation with bots indistinguishable from real human traffic. Automation system with mouse movements using Bezier curves, multi-layer fingerprinting (canvas, WebGL, navigator), and residential proxy infrastructure (static and rotating) to ensure undetectability at scale. LLM integration for context understanding. Multilingual admin panel (EN, FR, DE, IT, PT), campaign management, performance metrics, and recurring billing. PHP, MySQL, JavaScript, and Python.
    Python Bots PHP MySQL

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Education

  • Degree in Physical Sciences
    Autonomous University of Madrid
    1998
    Física Teórica

Skill set

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