One probe for any machine. A typed snapshot of a host’s CPUs, GPUs, memory, and disks, anywhere.

git push, but for compute jobs. rsync a repo to any ssh host and run it under whatever scheduler lives there, from bare shell to SLURM.

One manifest for every package manager. Conda, PyPI, npm, and cargo in one chefe.toml, run as a single environment.

A flock of typed, zero-dependency Python design patterns. Each one is a single self-contained module, small enough to read in one sitting, that you pip in or copy in and own.