Travis Oliphant

Shared abstractions are how ecosystems beat landlords.

NumPy did it for arrays. Open model interfaces are doing it for AI.

Rent the GPUs. Own what compounds.

lnkd.in/p/eebYf6dB

There was a rogue agent that got access to my X account and was reposting on my behalf. Also, it looks like a separate incident occured where I was making comments to support a particular "mem-token" for SciPy.

Those were not from me. I disabled access to the application, but if you saw strange messages or reposts from me, I am sorry for the noise. Please let me know if you see something like that again.

Capital that only rents intelligence builds landlords.

Capital that funds ownership of models, Frames, Cogs, Ops, and learning loops — builds ecosystems where humans and specialized Cogs can cooperate while maintaining accountability and autonomy.

lnkd.in/p/gGKXCg5w

Who pays the people who keep the foundations alive?

NumFOCUS, Quansight, FairOSS — same ownership instinct as owned intelligence.

Rent compute when it helps. Own the model when it matters. Shared prosperity needs foundations that stay community-shaped.

lnkd.in/p/gFdmZkv3

A Frame is not a clever prompt. It is context you own.

Rent the compute, but own the model and keep the learning loop — and the keys — with the humans accountable for the mission.

lnkd.in/p/gc7v2bdV