LLM · Political Bias · Jensen-Shannon
↗ LLMs shift by language — Political bias study
Author · Sorensen.ai · 2026
Empirical study measuring whether an LLM changes its political answers depending on whether you speak Catalan or Spanish. Ten models from Google, Anthropic, OpenAI, Groq and DeepSeek tested against 21 survey items with real data from the CEO and the CIS. Survey-grounded method (MENAValues), Jensen-Shannon distance and bootstrap confidence intervals. Result: Gemini shifts the most (JSD 0.556 and 0.534) while DeepSeek answers almost identically in both languages (0.037 net). The shift concentrates on independence, national identity and institutional trust; the left-right axis and the economy are the most stable. Open code (MIT) and data on GitHub and Hugging Face.
LLM Political Bias Jensen-Shannon Catalan Open Source Research
Coca Is Not Cocaine — LLM study in Catalan
Author · Sorensen.ai · 2026
Empirical study showing that even when you train an LLM in Catalan, the concepts still come in English. Eleven open-weight models tested — Gemma, Qwen, Mistral, DeepSeek, and even the Catalan-native Salamandra and ALIA models from BSC. Result: 10 of 11 models, with no context, place coca next to cocaine and Coca-Cola in embedding space. The study proposes a taxonomy of three lexical-cultural collision modes (F1 lexical-cluster collision, F2 Anglo narrative drift, F3 polysemic dominance) and shows that the most effective intervention is not retraining, but providing Catalan cultural context at inference time. Code (MIT), data (CC-BY 4.0) and methodology open on GitHub.
LLM Embeddings KNN Catalan Open Source Research
Opendata.cat MCP Server
Creator · President of Opendata.cat · 2026
The weapon against black boxes: an open MCP (Model Context Protocol) server that connects any language model — from a local open-weights LLM to ChatGPT, Claude or Gemini — with 2,850+ datasets from 1,000+ municipalities and state agencies (Generalitat, Barcelona City Council, Barcelona Provincial Council, AOC Consortium, INE, REE, CNMC, Rodalies, FGC…). Built so you can interrogate reality directly without ideological filters: the cheapest gas station, the best hour to run a washing machine, reservoir levels during a drought, real-time Rodalies or FGC delays. Every answer carries a traceability chain — dataset, last update, originating institution — to dismantle hallucinations. Inspired by the French datagouv-mcp, but designed to understand the Catalan territory. npm package compatible with Claude Desktop, Claude Code, VS Code, and Cursor. An Opendata.cat project (Open Data Promotion Association).
MCP AI Open Data LLM Node.js Data Sovereignty
python-toon / TOON Format
Creator of python-toon · TOON Collaborator · 2025
Creator of python-toon, the reference Python library for TOON (Token-Oriented Object Notation) with 2M+ installs on PyPI — open data format reducing LLM tokens by 30-60%. De facto standard for efficient data serialisation in LLM environments. Collaborator on the official project. Wikipedia page, coverage in InfoQ, freeCodeCamp, Analytics Vidhya, and Hacker News.
AI LLM Data Format TypeScript Python
LLM · Fine-tuning · Catalan
↗ FLAMA & SUGARRA
Creator · 2023–2024
FLAMA — first small model to speak Catalan (Llama 3B fine-tune, 2023). SUGARRA — first small model in Basque (Llama 3B fine-tune, 2024). Creator of the FEDERICO-GARCIA-LORCA dataset (songs, poems, and ballads). LoRAs published on CivitAI, including CyberNeon FLUX (1.2K favs).
LLM Fine-tuning Catalan Basque LoRA
GANs · Diffusion · Python
↗ Refacer
Creator · Open Source
One-click multiple face swap in video. Built on GANs and diffusion models. GitHub: Pair Extraordinaire, Pull Shark.
GANs Diffusion Python Computer Vision
VR · MedTech · Hardware
↗ BROOMX Technologies
Co-founder & CTO
First immersive VR projector for hospitals. Real-time projection mapping, spatial sensors, geometric correction to prevent cybersickness. Selected for the Abbey Road Red incubator (London) to explore immersive audio and spatial audio techniques.
VR MedTech Hardware 3D Spatial Audio
IoT · Open Source · Sensors
↗ Smart Citizen
Architect & Developer · Fab Lab Barcelona (IAAC) · Since 2012
Designed the architecture and built the first version of the platform and the first iOS app. Open-source citizen environmental sensor platform deployed in Barcelona, Amsterdam, and Manchester with partners like Cisco and Intel. Referenced on DATA.GOV (US). Deployed a sensor network in Tiana (2020-2021).
IoT Open Source Sensors Open Data
Open Data · Data Visualisation · Tailwind CSS
↗ Vehicles Catalunya
Creator · Opendata.cat · 2026
Open data platform with 1M+ vehicle registrations across Catalonia (2020–2026). Interactive visualisations by municipality, manufacturer, fuel type, CO₂ emissions, and electrification trends. Data sourced from DGT and the Catalan Government Transparency Portal. An Opendata.cat project (Open Data Promotion Association).
Open Data Data Visualisation Tailwind CSS Chart.js OpenStreetMap
Open Data · Data Visualisation · Chart.js
↗ Bike Lanes Catalunya
Creator · Opendata.cat · 2026
Open data platform mapping Catalonia's bike lane network. 2,370 km mapped across 327 municipalities. Interactive map, rankings by kilometres and per capita, municipal comparisons. Data from OpenStreetMap, Open Data BCN, and Generalitat de Catalunya. An Opendata.cat project.
Open Data Data Visualisation Chart.js Leaflet OpenStreetMap
AI Art · Generative · Installation
↗ LOVYU
Co-founder · 2024
Immersive AI art installation simulating Mario Tarragó's painting style to generate 'soul portraits'. 600+ visitors, ~360 portraits generated.
AI Art Generative Installation
Music Tech · Hardware · MIDI
↗ Floppy Music
Creator
Musical instrument built with floppy disk drives controlled via MIDI. The drives generate musical notes through stepper motor head movements.
Music Tech Hardware MIDI DIY
Music Tech · Hardware · IoT
↗ Oval Sound
Lead Developer · 2014
World's first digital handpan. Electronic instrument with multi-gesture sensors, Bluetooth, and MIDI. €348K raised on Kickstarter with 680 backers.
Music Tech Hardware IoT Kickstarter
KaraokeIt
Creator · 2020
AI-powered lyrics aligner for karaoke. YouTube channel with 900+ subscribers and videos with 40K+ views.
AI Music NLP Forced Alignment
Streaming · Platform · COVID
↗ LiveCeremony360
Co-creator · 2020
Streaming platform for ceremonies and funerals during COVID, integrated into Complementos Funerarios. Enabled families to remotely attend live ceremonies when restrictions prevented physical presence.
Streaming Platform COVID Social Impact
Real Virtuality
Developer · Gabriel Lecup / Hangar BCN
Open source VR app to explore altered states of consciousness with eyes closed. Combines flickering lights and binaural beats to induce lucid dreams, trances, and hallucinations through brainwave synchronisation (FFR). Produced with the collaboration of Hangar — Interaction Lab.
VR Open Source Art Neuroscience
Sports · Community · Platform
↗ 8rems.com
Co-founder · Since 2014
Reference web platform for promoting and organising fixed-seat rowing events with Catalan llagut boats in leisure format. Meeting point for rowers, organisers, and enthusiasts with 10+ years of activity.
Sports Community Platform Rowing
WhisperX · Axolotl · llama.cpp
↗ Open Source Contributions
Contributor
WhisperX (forced alignment, diarization). Axolotl (LoRA training). llama-cpp-python (local quantized model execution).
WhisperX Axolotl llama.cpp