anjneymidha

they released a research post on how the new model's VAE was trained here: https://bfl.ai/research/representation-comparison

this is a really neat project: "an automated, daily evaluation suite to track model performance over time, monitor for regression during peak load periods, and detect quality changes across flagship LLM APIs."

"FLUX.1 Kontext [dev]

Open-weights, distilled variant of Kontext, our most advanced generative image editing model. Coming soon" is what they say on https://bfl.ai/models/flux-kontext

Technical report here for those curious: https://cdn.sanity.io/files/gsvmb6gz/production/880b07220899...

Love this. Easy to Advanced, with 5 for extra credit. Thank you

thanks for noticing! this is the first time we're expanding it from 'security at scale' to 'infra at scale', but we've taught this course 2 yrs in a row now

i've followed Rachel and Julia for a long time, but didn't know about Kellan - thanks so much for that.

re: human org scaling - true and this was the most surprising thing for me when i was running the platform org at discord. companies ship their org charts whether they like it or not. and refactoring org charts correctly, at scale, is essentially untested in the modern era