About Fred
English
Native or bilingual
Experience
- Blend360AI EngineerJune 2025 - September 2025 (3 months)Solutions• I developed an agent to extract structured transaction information from free form descriptions and cross reference with a master table using vector search.• Scaled the solution using Spark map-reduce to optimally process large data volumes (millions of records).• Developed to be production ready for imminent Diageo deployment.
- Leap Automation,Lead AI ScientistJanuary 2024 - May 2025 (1 year and 4 months)Solutions• I developed and deployed imitation learning, reinforcement learning and vision language action (VLA) algorithms to control robot arms packing fresh produce at very high, industrially relevant, accuracy and picks per minute.• I built, trained and deployed vision language model (VLM) and active learning based monitoring and decision systems to autonomously evaluate and manage robot performance.• Developed generative AI vision models, based on diffusion, to create large artificial datasets to enhance the performance of supervised models.• All algorithms were deployed using MLOps and CI/CD• Oversaw projects, including Innovate UK funded future of robots research.
- Shell,AI ScientistNovember 2022 - January 2024 (1 year and 2 months)Solutions• For the AI dept I developed and productionised an agentic LLM pipeline to enable querying of Shell internal documents, databases and internal trading tools with natural language. This included a dynamic knowledge graph memory, retrieval augmented generation (RAG) and tool use. The full pipeline was optimised via RL.• This saved traders and researchers on average 2 days a week in information compilation time.• For trading I developed and productionised an agentic AI that used RL to train an LLM to reason about news and future events (significantly outperforming humans).• I also developed and productionised price forecasting models based on deep learning.• The systems developed were used across the trading floor by 100s of traders and trading managers.• All algorithms were deployed using MLOps and CI/CD
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Education
- DPhil atUniversity of Oxford2015DPhil at
- MSc MathematicalUniversity of Oxford2011MSc Mathematical