sergio@dev — ~/portfolio

sergio@dev ~ % whoami

Sergio Márquez · AI Engineer · applied AI

I build AI agents and generative pipelines in production.

> cat ~/.now AI agents and generative AI in production

> ls ./proof AI systems in production · 40+ open-source repos

  • Agentic AI
  • Voice agents
  • AI image/video gen
  • Agentic RAG
  • Vertex AI
  • Claude Code

~ % ls ./metrics --prod # impact in production

  • −75%
    processing cost
    GCP data platform: faster processing and orphan-document cleanup
  • 70 → 90%
    document validation
    Multi-LLM consensus (GPT + Claude + Gemini) with tuned OCR
  • −35%
    infrastructure cost
    Chat migration to agentic architecture with Google ADK + LiteLLM
  • 3.6M+
    records processed
    GCP data platform (medallion) with zero data loss

~ % cat about.md

From backend to building with agents

AI Engineer in Madrid. I build AI systems that reach production, not demos. In my main role: agentic and RAG assistants on GCP (Google ADK + LiteLLM), multi-LLM consensus document validation (from 70% to 90%), and a data platform with 3.6M+ records (−75% cost). In parallel I build and operate generative AI end to end: a voice agent that handles real phone calls, WhatsApp agents, and pipelines that turn a brief into video ads (script, voice, b-roll and render). I use Claude Code daily as an orchestrator. I measure in metrics, not demos.

I also run Esem Projects , applied-AI studio: voice and WhatsApp agents, ad generation and automation for businesses.

~ % git log --oneline work/

Cases in production

VITALY · Full-Stack Developer
Jun 2021 – May 2025

Java/Spring backend leading GKE migration and CI/CD.

  • GKE
    led migration
  • 3 meses
    Dublin 2022
  • Strategic Middleware APIs: Designed and developed Spring-based middleware to optimize frontend/external services communication.
  • GKE Migration & Optimization: Led the migration to Google Kubernetes Engine, automating continuous delivery and optimizing deployments.
  • Post-Merger Data Integration: Actively participated in the data integration after the Preving/Cualtis merger, performing mapping and application adaptation.
VITALY · Intern Developer
Apr 2021 – Jun 2021
  • Received intensive training in Java Spring, Angular, Docker, and Kubernetes.
  • Participated in agile development teams, contributing to real-world projects and learning full software lifecycles.

~ % ls builds/

Things I've built

01 / Private build

AI Video Ad Generator

From a text brief to a complete 9:16 vertical video ad: Gemini script, ElevenLabs voice, CLIP-reranked b-roll, and ffmpeg render. Fully automated.

  • Gemini 2.5 Flash
  • ElevenLabs
  • fal.ai FLUX
  • Replicate CLIP
  • ffmpeg
02 / Private build

AI Voice Receptionist 24/7

Conversational phone agent (ASR + LLM + TTS loop) that handles real calls and manages appointments by voice, integrated with telephony and scheduling.

  • ElevenLabs Conversational AI
  • Gemini
  • Cloudflare Workers
  • SIP
  • GoHighLevel
03 / Private build

WhatsApp AI Agent

Self-hosted WhatsApp agent: hot-swappable LLM, Whisper voice-note transcription, at-least-once delivery, and multi-arch Docker deployment.

  • TypeScript
  • Baileys
  • Next.js
  • Whisper
  • SQLite
04 / Private build

AI Photo Transformer

AI portrait transformation: Gemini classifies and enhances the prompt and Seedream 4 generates the 4K image, with streaming progress (SSE).

  • FastAPI
  • Python
  • Gemini 2.0 Flash
  • Replicate
  • Seedream 4
05 / Open source

Multimodal Vector Search

Semantic search over text, image, PDF with OCR, audio, and video using gemini-embedding-2 on Vertex AI and MongoDB Atlas.

  • Python
  • FastAPI
  • Vertex AI
  • gemini-embedding-2
  • MongoDB Atlas
06 / Open source

Personal AI Agent (Google ADK)

Multi-agent system with Google ADK (orchestrator and specialists) that answers about my CV and searches my blog with real tool use.

  • Python
  • FastAPI
  • Google ADK
  • Gemini
  • Docker
07 / Open source

Video Transcriber & AI Summarizer

CLI for CUDA-accelerated transcription with Whisper, multi-provider AI summaries, and LinkedIn/Twitter content generation.

  • Python
  • Whisper
  • Gemini
  • PyTorch
  • CUDA
More on GitHub →

~ % cat signals.md

Where I share what I learn

~ % cat creds.md

Certifications & training