AI & ML interests
Small language models, token routing, mixture-of-experts, multimodal generation, efficient training, open datasets, multilingual NLP and optimized inference.
Recent Activity
AETHORIA AI
Open, efficient AI research
Community-led research into compact language models, token-identity hash routing, multimodal generation and accessible training systems.
Partner of bench-labs ↗Featured project
TR-HASH 200M — 70B SFT
Full-parameter refinement on 70B unique tokens, on top of the TR-HASH 200M base pretrain. Reserved repository -- not started yet, no weights uploaded.
Vision research
TR-HASH Vision v8
MoE-based hierarchical vision transformer, initialized randomly and trained end-to-end on COCO 2017 at 640 px, without external detector, classification backbone or pretrained weights. 50 epochs of pretraining, then 12 epochs of supervised refinement.