💪 It did not disappoint. 👉TL:DR - It made all AI use cheaper in my environment, made me more efficient, and it increased my memory system usage by almost half. It should be no secret to anyone here: I don't count tokens. 🪙 I'm on a Pro Max plan and I go where the work, and the passion takes me. But I have used Fable before, and I know about the token burn! So I came up with a plan! I pointed Fable at my own setup and pulled the report. 😅 I'm glad I did. Turns out it could've been cheaper and cleaner the whole time. I didn't ask Fable what it thinks. I pointed it at the real thing. My hooks, my handoff files, my subagent config, the actual token counts on disk. Two questions: where does the money go? & how to we spend less? 💡The answers. A silent forgotten tax on every message, A safety hook was injecting around 800 tokens into every prompt I sent. Repeated rules I already load once at the top. And a file that runs at every session start called itself " 450 tokens" in its own header. It was not... it was 7,000. My actual face when I saw this--->🤬 a few moments later--->😆 (Apparently, it's not only AI that is bad at counting sometimes!) My own file lied to me, and I'd read past that number a hundred times with a smile on my face! My long sessions. The ones I'm proudest of. Turns out that hour six is my most expensive and also least impactful at the same time. 💩 I know that models follow instructions worse at higher context. And because the quality was still there, the marathon I read as momentum was being billed to me at top rates for the weakest output of the day. 🙄 My helper agents were all running on the flagship (Most expensive model). These are the agents Claude spins up to send off to do tasks to get more accomplished in a shorter amount of time! This I knew about, and it was by choice, it's my environment and I never hit my 5 hour or weekly cap, so I did not care about this for myself, bigger = better right? Use Fable 5 on UltraCode in my environment, and we find out that logic was wrong....

TLDR: My co-worker has been manually extracting data from 100s of files one at a time and manually managing files for years. This is a longterm client with set workflow. Usually takes him 2 days and I set up a workflow that will do it in a few minutes. Showed my boss and CEO and got the ok to get a Claude MAX seat. Context: I'm a sound designer and work at a post-production audio studio that also does games. The post engineers work on a lot of projects that require manual setup. They were griping at lunch about how they have to open hundreds of text files to find 1 single line of data that they need during their edit session and then manually qa it against the session when it's setup. It sounded like hell to me so I asked if they wouldn't mind showing me what they have to do and they literally manually open each folder, find the text file, write down on a piece of paper the number and then enter it by hand in the computer later. I spent 10 minutes and described to claude what I needed a python file to do. It gave it back to me and the script was able to extract the data they needed in seconds. But that got me thinking, I know there's a python library that works with Pro Tools (our audio editing software), and the current weekly contest is about making a specialist... COuld I make a specialist in Protools Python scripting that can tailor workflows to any engineer? So I spent about 4 hours speccing an ICM folder that specializes in Python Scripting for Pro Tools. Brought it to work today and --- it didn't work -- immediately at least. IN practice discovered there were errors in the documentation for the python library, so we had to fix the documentation. But after that was able to create a contained python script anybody could run and showed my co-workers and ceo. They were super excited about the possibilities and when I asked if I could go ahead and get a Claude Max subscription they said yes immediately. Might also be showing the wider company the setup and what's possible next Monday. Was totally worth staying up all night yesterday to get this out 🤣