I'm a Chief AI Scientist with a passion for building practical, scalable AI systems that make an impact. Over the past decade I’ve taken ideas from concept to production, delivering generative models, AI agents, and data pipelines across domains like weather, healthcare, and research. I enjoy partnering with researchers and engineers to turn blue-sky concepts into robust, maintainable platforms and tools. I love mentoring teams, exploring high-dimensional computing, and pushing the limits of efficient AI — from CPU-friendly LLMs to multi-agent systems and neuro-inspired computing. I’m always keen to collaborate on ambitious projects, drive pragmatic innovation, and translate scientific insights into real-world products and tools.

Jair Wuilloud

I'm a Chief AI Scientist with a passion for building practical, scalable AI systems that make an impact. Over the past decade I’ve taken ideas from concept to production, delivering generative models, AI agents, and data pipelines across domains like weather, healthcare, and research. I enjoy partnering with researchers and engineers to turn blue-sky concepts into robust, maintainable platforms and tools. I love mentoring teams, exploring high-dimensional computing, and pushing the limits of efficient AI — from CPU-friendly LLMs to multi-agent systems and neuro-inspired computing. I’m always keen to collaborate on ambitious projects, drive pragmatic innovation, and translate scientific insights into real-world products and tools.

Available to hire

I’m a Chief AI Scientist with a passion for building practical, scalable AI systems that make an impact. Over the past decade I’ve taken ideas from concept to production, delivering generative models, AI agents, and data pipelines across domains like weather, healthcare, and research. I enjoy partnering with researchers and engineers to turn blue-sky concepts into robust, maintainable platforms and tools.

I love mentoring teams, exploring high-dimensional computing, and pushing the limits of efficient AI — from CPU-friendly LLMs to multi-agent systems and neuro-inspired computing. I’m always keen to collaborate on ambitious projects, drive pragmatic innovation, and translate scientific insights into real-world products and tools.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
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Language

French
Fluent
English
Advanced
German
Advanced
Italian
Advanced
Portuguese
Intermediate
Russian
Intermediate

Work Experience

Advisory Roles at Various Partners
January 1, 2025 - Present
Advising with technology, direction, and partnerships (Ventus AG, DocScript.ai, Arootah).
Co-Founder & CTO/Adviser at TheOpenMachine
October 1, 2024 - December 1, 2025
Building, training, and benchmarking the next generation of tiny, efficient LLMs; responsible for model development, evaluation, and CPU-friendly deployment strategies.
Quant, Researcher, Entrepreneur, Engineer, Consultant, Teacher
October 1, 2024 - October 1, 2024
AI engineering, data science, machine learning, and statistical finance work across startups in multiple countries; product design, strategy, and hands-on technical leadership.
Co-founder & CTO/Advisor at STEALTH
October 1, 2024 - November 10, 2025
R&D + Training/Testing/Benchmarking of AI systems; developing faster, smaller LLMs running on CPUs; methods and tools kept confidential.
Co-founder & CTO/Advisor at STEALTH
October 1, 2024 - November 4, 2025
Training, testing, benchmarking and R&D for tiny, CPU-friendly intelligent systems and LLMs; strategy and technical leadership.
Co-founder & CTO/Adviser at Stealth
October 1, 2024 - November 4, 2025
Training/Testing/Benchmarking & R&D for tiny LLMs. Methods and tools are SECRET.
Quant, Researcher, Entrepreneur, Engineer, Consultant, Teacher at Various / Multiple Countries
October 1, 2024 - October 1, 2024
AI engineering, Data Science, Machine Learning, Statistical Finance; designed and implemented AI systems, data pipelines, and product strategies; mentored teams; conducted market research, pitches, and funding.
Co-founder & CTO/Advisor at STEALTH
October 1, 2024 - November 2, 2025
Lead training, testing, benchmarking and R&D for tiny LLMs running on CPUs; modeled and evaluated performance; contributed to technology strategy. Methods: SECRET; Tools: SECRET.
Quant, Researcher, Entrepreneur, Engineer, Consultant, Teacher at Multiple Countries
October 1, 2024 - October 1, 2024
Roles across AI engineering, Data Science, Machine Learning, Statistical Finance; multiple engagements across organizations.
MULTIPLE ROLES at Various (Quant, Researcher, Entrepreneur, Engineer, Consultant, Teacher)
October 1, 2024 - October 1, 2024
Experience across AI engineering, data science, statistical finance, startups, team building, and mentoring.
CO-FOUNDER & CTO/ADVISER at STEALTH
October 1, 2024 - November 2, 2025
Training/Testing/Benchmarking & R&D for technologies enabling faster, smaller intelligence (LLMs).
AI/ML Consultant at Independent Contracts
July 1, 2023 - Present
Production-grade solutions in efficient LLMs, multi-agent systems, generative modeling (including deepfakes), and physics/AI.
Co-founder & Adviser at DOCSCRIPT.AI
July 1, 2023 - November 10, 2025
AI Medical Assistant running on laptops; DocScript.ai automates letter generation for medical doctors; AI Scientist agent for automated, explainable research and diagnosis.
Co-founder & Adviser at DocScript.ai
July 1, 2023 - November 4, 2025
DocScript.ai: Web-based solution automating letter generation for medical doctors. AI Scientist: an AI agent performing automated, explainable research and diagnosis. Built and led a team of six, including three postdocs from top institutions.
Co-founder & Advisor at DocScript.ai
July 1, 2023 - November 2, 2025
DocScript.ai: Web-based solution automating letter generation for medical doctors. AI Scientist: an AI agent performing automated, explainable research and diagnosis. Built and led a team of six; conducted research, surveys, tests, pitches, and funding.
CO-FOUNDER & ADVISER at DOCSCRIPT.AI
July 1, 2023 - November 2, 2025
DocScript.ai: Web-based solution automating letter generation for medical doctors. AI Scientist: an AI agent performing automated, explainable research and diagnosis. Built and led a team of six; conducted research (technical and market), surveys, tests, pitches, and funding.
Contractor at JUA
May 1, 2022 - May 1, 2023
Led the building of the first AI-driven weather model (FNO, GANs, GNNs) trained on 40TB data.
Co-Founder / Lead Roles at Neurotrophic Labs, PLEX AI, Constellation.ai, TaxiQ, Faxi, Mediaplayers, TSTERM, dataffirm
January 1, 2015 - Present
Co-founded multiple startups focusing on neuro-inspired systems, HD computing chatbots, real-time recommender systems, and large-scale data pipelines.
Data Science / Quantitative Roles at Various (Thomson Reuters, Deutsche Bank, Just Eat, Conde Nast, BlockSeer, ...)
January 1, 2013 - January 1, 2015
Recommender systems, NLP, simulations, financial modeling, cryptocurrencies.
Postdoctoral Researcher at ITP Uni Bern
December 1, 2011 - December 1, 2011
Data analysis and algorithms development, PhD supervision, papers/presentations/posters.
Postdoctoral Researcher at ITP Bern
December 1, 2011 - December 1, 2011
Data analysis and algorithms development; PhD student supervision; papers, presentations, and posters.
Quant, Researcher, Entrepreneur, Engineer, Consultant, Teacher at Multiple Roles / Various Countries
November 1, 2011 - November 4, 2025
AI engineering, data science, machine learning, statistical finance; experience in startups and consulting; mentorship and teaching.
PhD Student / Researcher at WWU Münster
February 1, 2010 - February 1, 2010
Exotic numerical models for QCD and supersymmetry.
PhD Thesis in Quantum Field Theory at University of Münster
February 1, 2010 - February 1, 2010
Exotic numerical models for QCD and supersymmetry.
PhD Thesis in Quantum Field Theory at WWU Münster
February 1, 2010 - February 1, 2010
Exotic numerical models for QCD and supersymmetry; lattice methods; publications.
Master in Mathematical Physics at UNIGE
April 1, 2006 - November 2, 2025
Researcher at Academic Research – Theoretical Particle Physics
January 1, 2006 - January 1, 2011
Theoretical particle physics research with 12 publications and h-index 7.
Bachelor in Physics at UNIGE
March 1, 2005 - November 2, 2025
Scientific Maturity at CESSOUEST
January 1, 1998 - November 2, 2025

Education

Scientific Maturity at CESSOUEST High School, Nyon, Switzerland
January 11, 2030 - January 1, 1998
Bachelor in Physics at UNIGE, University of Geneva, Switzerland
March 1, 2005 - November 2, 2025
Master in Mathematical Physics at UNIGE, University of Geneva, Switzerland
April 1, 2006 - November 2, 2025
PhD in Theoretical Particle Physics at WWU Münster, University of Münster, Germany
June 1, 2006 - February 1, 2010
Postdoctoral Researcher at ITP Bern, Albert Einstein Center for Fundamental Physics, Bern, Switzerland
November 1, 2009 - December 1, 2011
Postdoctoral Researcher at ITP Bern
November 1, 2009 - December 1, 2011
PhD in Theoretical Particle Physics at WWU Münster
June 1, 2006 - February 1, 2010
Master in Mathematical Physics at University of Geneva (UNIGE)
April 1, 2006 - November 2, 2025
Bachelor in Physics at University of Geneva (UNIGE)
March 1, 2005 - November 2, 2025
Scientific Maturity at CESSOUEST
January 11, 2030 - January 1, 1998
Postdoctoral Researcher at Institute for Theoretical Physics (ITP), University of Bern
November 1, 2009 - December 1, 2011
PhD in Theoretical Particle Physics at Westfälische Wilhelms-Universität Münster (WWU Münster)
June 1, 2006 - February 1, 2010
Master in Mathematical Physics at University of Geneva (UNIGE)
April 1, 2006 - November 2, 2025
Bachelor in Physics at University of Geneva (UNIGE)
March 1, 2005 - November 2, 2025
Scientific Maturity at CESSOUEST, High School, Nyon
January 1, 1998 - November 2, 2025
Postdoctoral Researcher at ITP Bern / Albert Einstein Center for Fundamental Physics, Bern
November 1, 2009 - December 1, 2011
PhD in Theoretical Particle Physics at University of Münster (WWU Münster)
June 1, 2006 - February 1, 2010
Master in Mathematical Physics at University of Geneva (UNIGE)
April 1, 2006 - November 4, 2025
Bachelor in Physics at University of Geneva (UNIGE)
March 1, 2005 - November 4, 2025
Scientific Maturity at CESSOUEST High School, Nyon
January 1, 1998 - November 4, 2025
Postdoctoral Researcher at ITP Bern, Switzerland
November 1, 2009 - December 1, 2011
PhD in Theoretical Particle Physics at University of Münster (WWU Münster), Germany
June 1, 2006 - February 1, 2010
Master in Mathematical Physics at University of Geneva (UNIGE), Switzerland
April 1, 2006 - November 4, 2025
Bachelor in Physics at University of Geneva (UNIGE), Switzerland
March 1, 2005 - November 4, 2025
Scientific Maturity at CessoUEST High School, Nyon, Switzerland
January 1, 1998 - November 4, 2025
Postdoc in Theoretical Particle Physics at ITP Bern, Switzerland
November 1, 2009 - December 1, 2011
PhD in Theoretical Particle Physics at WWU Münster, Germany
June 1, 2006 - February 1, 2010
Master in Mathematical Physics at UNIGE Geneva, Switzerland
April 1, 2006 - April 1, 2006
Bachelor in Physics at UNIGE Geneva, Switzerland
March 1, 2005 - March 1, 2005
Scientific Maturity at CESSOUEST High School, Nyon, Switzerland
January 1, 1998 - January 1, 1998
Master of Mathematical Physics at University of Geneva, Switzerland
January 11, 2030 - January 1, 2006
PhD in Theoretical Particle Physics at WWU Münster, Germany
January 1, 2006 - January 1, 2010
Postdoc at ITP Bern, Switzerland
January 1, 2009 - January 1, 2011

Qualifications

Provisional patent: System and Method for encoding multiple information sources including human Language
January 1, 2019 - November 2, 2025
Provisional Patent: System and Method for encoding multiple information sources including human Language
January 1, 2019 - November 4, 2025
Postdoc in Theoretical Particle Physics
November 1, 2009 - December 1, 2011
PhD in Theoretical Particle Physics
June 1, 2006 - February 1, 2010
Master in Mathematical Physics
April 1, 2006 - April 1, 2006
Bachelor in Physics
March 1, 2005 - March 1, 2005
Scientific Maturity
January 1, 1998 - January 1, 1998

Industry Experience

Software & Internet, Professional Services, Healthcare, Education, Media & Entertainment, Computers & Electronics, Life Sciences
    New tiny LLM at theOpenMachine

    With a team of two, we have built this from scratch:
    https://www.twine.net/signin

    60 MB, trained with ~100$ and schockingly, performance at par with much larger and expensive models like chatgpt2