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5 contributions to AI Automation Society
What are you working on this week?
Hey guys, as a new member here i am excited to know what is the hotcake into the community, I hope this will help members stay up to date, getting new ideas, help each others and maybe collaborate together. This is Gehadul Islam working with a funnel builder SaaS currently for last 2 month with my team. Excited to know about yours.
1 like โ€ข 26d
This week Iโ€™m working on a personal dashboard to make it easier to manage my AI workflows. The goal is to have one place where I can see my projects, agents, notes, tasks and relevant context, instead of jumping between different tools and folders all the time. Still early, but Iโ€™m mainly trying to make the whole AI workspace feel more organized and easier to use.
1 like โ€ข 26d
@Gehadul Islam Same, im using hermes aswell with claude code and codex, but experimenting still alot with hermes.
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Two paths into AI work (which one is yours?)
Most YouTubers show you a single path into AI work: start an automation agency โ†’ take clients โ†’ sell automations. It works. I know because I built an AI automation agency and sold it. But it's not the only way in, and for a lot of you it's not even the best one. I made this video to break down the two real paths: The AI Career Opportunity Nobody is Talking About in 2026 Here's the quick version: Path Aย is the agency play. You go independent, take clients, build your own practice. Path Bย is the employment play. You become the most AI-fluent person in the room, and that's who companies want to hire or promote for AI work. If you're already employed, you become the obvious pick when an AI role opens. If you're looking to get hired, or move somewhere better, you walk in with real work instead of just claims. It's the less obvious path, but it's actually the more common one. The employment numbers (see the video) are shocking actually. Watch the full breakdown in the video. Then do one thing for me in the comments because I'm super curious: Tell me which path you are on. A, B, or both. And one line or so on why. I'll be reading these. Nate
Poll
1093 members have voted
10 likes โ€ข 26d
Definetly plan A, and let the tasks do by AI.
2 likes โ€ข 26d
Path A for the win
Better models or better context?
With Claude Fable 5 dropping this week, I think a lot of people will focus on how powerful the model is. But Iโ€™m starting to think the real edge is the system around it. If your folders are messy, your prompts are thin, and your context is all over the place, even the best model will waste tokens and guess too much. Clean context, strong Claude.md files, proper agent instructions, examples, source rules, and organized project folders might matter just as much as the model itself. Curious how others are handling this: are you already structuring your AI workspace properly, or still figuring that part out?
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Oct '24 โ€ขย 
General Discussion ๐Ÿ’ฌ
Welcome! Introduce yourself + share a career goal you have ๐ŸŽ‰
Let's get to know each other! Comment below sharing where you are in the world, a career goal you have, and something you like to do for fun. ๐Ÿ˜Š
2 likes โ€ข 26d
@Gehadul Islam thank you brother, im working alone, what about you?
1 like โ€ข 26d
@Frank van Bokhorst Cheers kaaskop ๐Ÿ˜‰
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๐Ÿš€New Video: I Turned Claude Fable Into The Ultimate Second Brain
My entire life and business now live in one second brain, and Claude Fable understands it better than I do. In this video I walk through my full Claude Fable AI operating system using the four Cs framework: context, connections, capabilities, and cadence. You'll see exactly how my files and folders are set up, how I keep improving it every day, and the usage tips I rely on to get more out of it.
3 likes โ€ข 26d
Ineresting video, need more of this
5 likes โ€ข 26d
My biggest takeaway from this video is actually not just that Fable is smarter. It is that a smart model only becomes insanely useful when the context around it is structured properly. I think a lot of agents are still created with instructions that are way too thin. Something like: โ€œYou are a sales agent, help with sales.โ€ That is not really an agent. That is just a prompt. A real agent needs a proper operating manual: role, scope, examples, source rules, stop rules, output format, tone of voice, escalation rules, and a way to verify its own work. And the folder/data structure matters just as much. If your files, skills, customer context, projects, and logs are messy, the model has to read too much, spend more tokens, and guess more often. So for me the real shift is: not just using better models, but structuring your business so the LLM can find the right information quickly, cheaply, and reliably. Claude.md then becomes more than an instruction file. It becomes the router for your whole AI operating system.
1-5 of 5
@pieter-elmendorp-3139
ECOM | SAAS

Active 26d ago
Joined Jun 10, 2026
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