This is the future Anthropic does not want you to see, because that companies believes they are there for your safety, which is complete BS.
Open weight models are the future.
Open weight models are the future.
I picked up the AMD Strix Halo with 128GB a year ago, and had my company pick up a framework one prior to that.
Qwen3.8-Flash-Next is the equalizer. I'm building autonmously with it for personal and work. There's a halogen-flash-server that runs rings around llamacpp.
With the right engineering harness, I'm keeping the same agent busy through 6 million tokens by recycling the context with dynamic context pruning and eviction so it's able to just keep chugging with a little direction & decisions.