Using an LLM to translate, not to judgeMultimodal system
Using an LLM to translate, not to judge
The design decision behind GEMF: turn visual and pragmatic meaning into structured evidence before supervised prediction.
Read noteNotes · Project thinking
Notes on decisions, failures and lessons.
Original thinking built from the public evidence behind each project—without generic headlines or unsupported claims.
A model is not finished when evaluation endsVerified project view
A model is not finished when evaluation ends
What UrbanFlow adds around the model: publishing, an API, monitoring and decision logic.
Read noteWhy agreement was not enough for UPV-EARTHResearch atlas
Why agreement was not enough for UPV-EARTH
A model that never rejects irrelevant documents can look accurate while producing an unusable institutional map.
Read noteRouting starts before the vehicle movesVerified project view
Routing starts before the vehicle moves
AION explores how future events can become structured signals for traffic forecasting.
Read noteHow do you rank a market when no sales label exists?Verified project view
How do you rank a market when no sales label exists?
GENAQ turns an unlabeled market-entry question into an explicit, reviewable scoring system.
Read noteEvent logs before dashboardsVerified project view
Event logs before dashboards
NOBIL separates the history of EV charging events from the latest operational snapshot.
Read note