About David
- **Multi-Agent Systems**: Automation of complex workflows (e.g., automatic email triage with cross-validation between LLMs).
- **Advanced RAG Architectures**: Chatbots and internal search engines connected to your own document base for accurate answers.
- **Backend Development**: Creation of high-performance REST APIs with Django and Django Ninja.
- **Model Optimization**: Reduction of latency times and operational costs.
Spanish
Native or bilingual
English
Fluent
Experience
- DominicosAI engineer / Backend DeveloperSOFTWARE PUBLISHINGOctober 2025 - Today (10 months)Madrid, Spain
- Designed and implemented a hybrid search architecture (Dense + Sparse) with reranking from scratch, integrating it into multiple corporate projects and reducing search time to less than 0.3s on average (without reranker).
- Developed a high-performance asynchronous RESTful API with Django Ninja for query vectorization and interaction with Qdrant, achieving response times of 0.8s in production with the reranker model active.
- Optimized SOTA models (BAAI/bge-m3, Mmarco cross-encoders) on CPU using INT8 quantization and ONNX compilation with AVX-512 instructions, significantly reducing computational resource usage in non-GPU environments.
- Implemented request caching, achieving response times under 0.18s for the most frequently queried topics.
- Deployed and managed distributed infrastructure: Qdrant on AWS EC2 with strict network controls and inference API on dedicated OVH servers.
- Created an internal Django library/package to standardize the creation of collections, complex filters, and bulk data ingestion, accelerating the time-to-market for future integrations and increasing search matching in adopted projects.
- Implemented complete ecosystem observability with Zabbix (dashboards and alerts on Qdrant and server metrics).
Stack: Python, Django Ninja, Qdrant, HuggingFace, ONNX Runtime, AWS EC2, Docker, Zabbix. - Linkadia MediaAI engineer / Backend DeveloperPRESS AND MEDIAJune 2025 - October 2025 (4 months)Madrid, Spain
- Developed and deployed microservices with Django REST Framework on AWS EKS (auto-scaling with Karpenter, load balancing, TLS/SSL), managing environments with Docker and Docker Compose.
- Automated the integration of +5 different advertising APIs and data loading into legacy databases, saving the team an average of 2.5 hours daily in cost, CPA, and conversion reporting.
- Built a conversational AI system with GeminiAI and MilvusDB applying RAG to provide persistent memory to the agent, connected to Slack for automatic generation of insights on advertising campaigns.
- Implemented critical asynchronous tasks with Celery and RabbitMQ, ensuring resilience in high-volume data analysis processes.
- Wrote complete technical and API documentation with Sphinx and Swagger Docs; configured alerts and test flows with n8n.
Stack: Python, Django REST Framework, AWS EKS, Celery, RabbitMQ, GeminiAI, MilvusDB, Docker, n8n. - DominicosJunior Backend DeveloperSOFTWARE PUBLISHINGSeptember 2024 - June 2025 (9 months)Madrid, Spain
- Developed scalable automation processes in Python, Django, and Bash, integrating social media APIs (WhatsApp, Facebook, X/Twitter, YouTube, SoundCloud) to automate multimedia content publishing and management.
- Implemented web crawling scripts and a content recommendation engine for dominicos.org, increasing search matching and content relevance for end-users.
- Managed Linux servers and MariaDB (SQL) databases, including automated CSV report exports for internal stakeholders.
- Supported backend system maintenance for universities, NGOs, and publishers; occasionally collaborated on frontend with JavaScript and Bootstrap.
- Integrated AWS Bedrock for AI use cases; implemented Notion as a team ticketing and documentation tool.
Stack: Python, Django, Bash, SQL, MariaDB, AWS Bedrock, Linux, NumPy
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Education
- Master in Artificial Intelligence and BigDataDigitechFP2026Máster FP
- Cross-Platform Application Development (DAM)MEDAC2024Ciclo Formativo de Grado Superior
Certifications
- B2 First – Score 173.Cambridge English2023