I'm looking forward to seeing the increased coordination and engineering skills from Astra - one of the charts shows it roughly 2-3x better in 50% of the tokens from 5.6 sol, which I find to be very capable, if still a bit 'linearly minded' when given instructions. Even in fast mode, I wish sol were quicker, so token efficiency is greatly appreciated.

Adding these cyber capabilities has let me do a bunch of low grade IT tasks around my house I've been putting off, like updating an old home assistant raspberry pi, and one way to use the cyber capacity for good is liberating (and keeping free) weird cloud hardware we have floating around the house, so I'm hoping for some nice dividends in terms of true ownership of hardware we've got.

Funny to read this in the wake of the HuggingFace hack. I'm sure this is based on a clean run, but I can't help thinking PHASEONE[big] would be proud.