Aaron Kazah

building computer world models @ layerbrain.

connect with me on github, twitter, or linkedin.

some notes

Laguna Vision a multimodal extension to laguna xs.2 with a siglip vision encoder, learned resampler, and lora adapters. i placed #4 out of ~30 teams at the poolside x nvidia laguna xs research hackathon Trunks Actions ci backed by your own storage. trigger from any sandbox or git push, route jobs to local docker, e2b, modal, daytona, or your own boxes Trunks git repos backed by your own storage. push to s3, r2, tigris, minio, postgres, sftp, nfs, or local disk War Games an open, real time environment with non-stationary actors, where long horizon capabilities like planning have to emerge on their own Computer World Models a learned supervisory runtime that sits above the kernel and infers machine state from continuous observation