Projects
professionalSeptember 2025 → June 2026team of 2
RAG in production: a document assistant at INSEI
An assistant answering staff questions about the intranet, hosted entirely by the institution, and the evaluation harness that drove its successive versions.
Headline number86%Questions where the assistant finds the right sourcetest setThe assistant finds the right document nine times out of ten, compared with one time in four at the start of the project.personalFebruary 2026 → August 2026built alone
Hydre: automated algorithmic trading
An autonomous system that decides and commits real money on a prediction market, built alone, on free data, and net positive since it went live.
Headline number785predictionsPredictions placed with real moneyproductionThat many times the system staked money on its own, with nobody reviewing the decision.academicJune 2026team of 5
Deep learning: a three-stage vision pipeline
Sort, repair, describe: three models in cascade, trained end to end, with the complete pipeline running in an interactive demo.
Headline number3modelsAI models trained, linked into a single pipelineproductionAn image goes in and three AIs hand it along: sort it, clean it, then write the sentence that describes it.academicFebruary 2026team of 4
Machine learning: predicting employee turnover
Predicting which employees will resign: five HR sources to reconcile, twenty-eight models compared under identical conditions, and a protocol held so the scores mean something.
Headline number28training runsTraining runs compared before picking a modeltest setEvery plausible combination trained under identical conditions, then compared: the model choice is defended, not guessed.academicSeptember 2025 → October 2025built alone
Operations research: a robotic job-shop cell
Scheduling a real robotic cell, and finding, by measuring it, that total time is not decided by how long operations take, but by the path each part follows.
Headline number5armsRobot arms driven independentlyproductionFive real robots, each with its own job, and one piece of software moving the parts without collisions, from detection to drop-off.academicApril 2024team of 4
Big data: a healthcare data warehouse
Designing a hospital warehouse from heterogeneous sources, and shaping the storage around the questions it will have to answer.
Headline number28.4mrowsRows of source data to integrateproductionTwenty-eight million rows scattered across dozens of files, to be brought together into one queryable base.