THAHIR KAREEM · CHIEF OF INNOVATION, DESINGULARITY · DUBAI
Self-taught. One-person technical team. I build the models, the data, and the machines they run on.
ABOUT
No degree. No lab. I started with Python scripts and ended up designing training pipelines, evaluation benchmarks, and a multi-node GPU fleet — because the research needed them.
At Desingularity I lead innovation for a small design group. My job is one question: can a machine hold real design judgment? Everything below is an attempt at an answer.
WORK
DES-MUSE-001
MUSE emits programs, not pixels. It writes a structured description of a design, and a renderer turns that description into geometry. The renderer is also the judge: if the geometry is wrong, the output fails. No hand-waving, no vibes — a hard gate.
The bet underneath it: design reasoning can be separated from encyclopedic knowledge, and trained on its own.
RESEARCH
| ID | THREAD | CLAIM |
|---|---|---|
| T-01 | Programs, not pixels | A model that writes structured design programs beats one that paints pixels, because programs can be checked. |
| T-02 | Renderer as verifier | Geometry is the one judge that cannot be charmed. Render the output, measure the error, gate on it. |
| T-03 | Separability | Design reasoning is learnable apart from knowing every product in every catalog. |
| T-04 | Compressed expertise | A small, precise vocabulary can carry most of a design expert's judgment. |
| T-05 | Signal theory of beauty | Proportion — φ above all — behaves like a signal the eye is tuned to receive. |