Live demos

Explorable explanations

Each demo runs in your browser — no servers. Move the parameters and watch the method apply.

Multiobjective optimization — efficient frontier

Real SMS-EMOA on a risk↔return portfolio with cardinality. Watch it converge and choose by your investor profile.

Real, readable C4.5: the prediction is a path. Explore depth, bloat/pruning and class imbalance (accuracy vs AUC).

Edit a network (layers, width, activation, dropout, skip) and watch the diagram and performance change live. The manual craft behind NAS.

RAG — search that grounds the answer

A language model runs in your browser and searches by meaning for the right fragments of a migrant storytelling archive to ground the answer.

Bioreactor pipeline (E. coli → OFP)

The thesis pipeline, live: an EA calibrates the kinetic model against real lab data and a GA maximizes biomass by choosing the feed under O₂ and volume constraints.

Super-resolution — architecture matters

Reconstruct high resolution from low. The same input solved by a good architecture and by several bad ones: blurry, blocky, checkerboard or hallucinating texture.