Activity
Mon
Wed
Fri
Sun
May
Jun
Jul
Aug
Sep
Oct
Nov
Dec
Jan
Feb
Mar
Apr
What is this?
Less
More

Memberships

Clief Notes

23.4k members โ€ข Free

Automatable Free

8.1k members โ€ข Free

AI Automation Society

340.2k members โ€ข Free

Tech Snack University

18.6k members โ€ข Free

AI Automation Agency Hub

312k members โ€ข Free

10 contributions to Clief Notes
๐Ÿ Foundations 2.7 Check-In
This one traces AI auditing instruments back to places most people don't expect. Vote below, then tell us in the comments: what surprised you most about where these tools came from?
Poll
244 members have voted
0 likes โ€ข 3d
Great way of explaining the fundamentals.
๐Ÿ Foundations 3.2 Check-In
You just saw how the folder structure adapts to different use cases. Vote below, then drop your customized setup in the comments. What did you name your workspaces and why?
Poll
261 members have voted
1 like โ€ข 3d
How many folders is too many? Has anyone found a limit of folder or layers? I'm doing the consultant approach, but not sure if I'm overdoing it.
1 like โ€ข 3d
@Peter Wass I have the same question about the Claude.md but the context does goes at each sub-folder. That helps the main agent understand what to do at each sub folder too. With LLMs context is key. Also, if you're using a different LLM, like CODEX, the same principle applies to the AGENTS.md
Caveman to reduce tokens
Anyone using this? I haven't hit limits on my Claude account, but as I use it more and more on a daily basis, the closer I'm getting to hitting my limits. Between the folder infrastructure and the caveman repo, we should be able to squeeze more out of Claude. https://juliusbrussee.github.io/caveman/
2 likes โ€ข 10d
I'd check where most of your tokens are being spent. As far as I understand, the caveman repo works on how the output tokens of the session are spent. But if you also need better management of the exploration of your folder structure, then something like Karpathy's LLM wiki method could help there. https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f
1 like โ€ข 10d
@Sebastian Cruz I've not implemented in my code base yet. I saw a lot of noise and chatter in Reddit about it, but my repos are mainly about knowledge work and I have a "Second-brain" agent that does something similar, so I haven't had the need to implement this. I'd say if you're running out of tokens too fast, just with the agent exploring the repo like crazy, it might be worth the shot. Also, take a look at the claude.md file to see if you can optimize things.
Opus 4.6 is dumber/nerf ?
Hola, For the past few days, my timeline on X/twittet has been nothing but people canceling their subscription and reporting that 4.6 has been dumber/nerd with many rolling back to 4.5. or moving to Codex or something else. Thankfully the file system doesnโ€™t care what model you use but wondering if folks here have noticed the same thing (if using Claude) ? Iโ€™ll say that my usage in Claude at work has been okay, didnโ€™t put too much though about it since we have unlimited usage at the moment but will be testing this week and seeing if it makes more mistakes.
1 like โ€ข 10d
I've noticed that limits run out super fast, codex also reduced the usage across the board. I've been mainly planning with Opus 4.6, reviewing with GPT5.4 and the using codex 5.3xhigh to implement code. Haven't noticed any issues with the planning, yet. I've noticed that claude does takes longer and sometime the plans are not as high quality as they used to be about 1.5 months ago.
๐Ÿ Foundations 3.1 Check-In
You just watched the full 23-minute folder architecture walkthrough. Vote below, then drop your use case in the comments. What are you building this system around?
Poll
409 members have voted
0 likes โ€ข 10d
Coincidentally, I was trying to do something similar for work, but this help me so much to structure it better. Having this + python code for deterministic results is a great way to make it last. Specially since the framework is LLM independent.
1-10 of 10
David Guzman
2
12points to level up
@david-guzman-7319
Solopreneur starting on the AI automation business

Online now
Joined Apr 5, 2026
Powered by