Headroom works even for non-coders like me. I only vaguely understand the differences between Claude Chat and Claude code but I’ve recently started using it to help edit videos and was burning through my Pro account usage. I used 75% of my weekly usage in one session, for one video. Then I loaded Headroom and Claude talked me through setting it up. And next thing I know I was in Terminal (scary but so far I’ve not broken anything) and running the same edits on an even longer video plus three more and only like 12% of my weekly usage is reflecting even after my multiple video edits. I don’t understand it, but Headroom is brilliant and I am very grateful to Garm for making this easy enough for me to use. I am sure it will be even more powerfully in skilled hands but last check it has saved 16 million tokens so I’m thrilled.