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8 contributions to AI Automation Society
Check the Hermes Agent
Today I spent some time playing around with Hermes Agent, and I have to say, it's seriously impressive. What stood out to me is that it doesn't feel like a typical AI assistant that forgets everything after each conversation. It keeps context, learns from the tasks it completes, and gradually becomes more useful over time by building its own reusable skills and workflows. The idea of having an agent that continuously improves and adapts to your projects is pretty exciting, and after exploring it for a while, I can definitely see why so many people are talking about it. It's really good. Check it here, it might be useful: https://hermes-agent.nousresearch.com/
1 like • 29d
Well currently it's helping me to con my obsidian vault to evolve my rag system, Make agent routes better to acquire knowledge for less token expenditure, investigate and make better the knowledge base, and make tags for them Also I'm trying it for outlook automatization. It's checking my routines, Important mails to establish some automation rules. Nevertheless, I'm still trying it. Will let you know how it goes. But it definitely looks promising. So far so good
Is Fable 5 burning through your usage as well?
Tried it this morning and have hit my session limit pretty fast on a Max 5x plan as it was spinnig out some subagents 😳. What has your experience with Fable 5 been like?
1 like • 30d
Here is the complete, expanded breakdown of Anthropic’s exact prompting and architectural rules for Claude Fable 5: * **Target the absolute top of your difficulty range:** Fable 5 belongs to Anthropic's ultra-capable *Mythos* tier. Testing it on routine workloads or simple one-shot tasks is an explicit waste of budget and capabilities. Reserve it entirely for highly ambiguous, long-running, multi-step, end-to-end problems that would take a human hours or days to complete. * **Prompt for goals and autonomy, not dialogue:** The golden rule of Fable 5 is to stop over-scaffolding and micro-scripting every sub-task. State the final objective, define the strict boundaries of what it *cannot* do, establish clear success criteria, and then give it the autonomy to plan and execute its own path. * **Calibrate effort levels to enforce budget control:** Fable 5 introduces an explicit effort parameter (low, medium, high, xhigh). Never max it out by default. For everyday components or routine scripting, drop the effort to *low* or *medium* to prevent the model from over-deliberating, over-planning, or unnecessarily refactoring surrounding code. Save *high* or *xhigh* purely for capability-sensitive architecture. * **Enforce strict brevity and outcome-first summaries:** This tier is prone to excessive narration at higher effort levels. Steer it by embedding a short constraint: *"Lead with the outcome. Your first sentence after running must answer 'what happened' or 'what did you find' as a TLDR. Drop details that don't change subsequent actions."* Short brevity prompts are now highly effective. * **Deploy an external memory system:** Fable 5 shows a massive performance uplift when it can log lessons learned. Instead of carrying massive, token-heavy conversation histories forward, Anthropic recommends having the model read from and write to a simple, dedicated Markdown file to track pendekatan (approaches) and corrections across sessions. * **Build a client-side send_to_user tool:** For long, asynchronous agent runs, do not let the model end its execution turn just to give you a status update. Build a custom tool that takes a string input and prints it directly to your UI. This allows the model to stream progress reports without wasting massive token overhead on constant loop restarts.
Happy to share this to people who dont know about Markitdown
Think of MarkItDown as a translator that turns messy files like PDFs, Word documents, and spreadsheets into clean, organized text that AI can easily understand. While traditional tools strip away all formatting and turn your documents into a chaotic wall of words, MarkItDown specifically protects the structure—keeping titles, lists, and tables exactly where they belong. It’s not meant to make files look pretty for human eyes; its sole purpose is to feed clean, well-structured data to AI models so they can analyze your information faster and without making mistakes.. https://github.com/microsoft/markitdown.git
0 likes • 30d
@Guillermo L never tried it. Let me look into it and revert to you
Cowork vs Code
Hey guys I dont actually code, and I am just starting with this whole automation thing. Specific question: I see how easy and pretty Claude Cowork is, but the more I see into it I wonder if Claud Code is the better tool even for not coding? Context: This is my first project and tbh I havent gone through Nate's courses, I will. Right now my first step I am building is a Wealth Advisor, I have managed to have it check an inbox folder for screenshots, statements, etc. identify them, run a script, connect via api to whatever aps do have api (if they dont that is what the inbox folder is for), and populate an excel dashboard of a few sheets, so that I can look at my finances in one place. I also asked it to create a "copy" in CSV since I am guessing the next step is having AI reading it and act as a real advisor. But the more I dig into stuff, I think Code might give me the same or better output with mroe power although less pretty and a bit of a steeper learning curve for someone not in the codign programing space. Am I wrong? should I jsut stick to cowork? Thanks!
1 like • Jun 10
You're not wrong at all. Cowork looks nicer, but Code is going to give you way more freedom. Cowork is great for quick stuff that looks clean, but when you're building something real like your Wealth Advisor, it starts feeling limiting. You're already doing a lot—checking screenshots, connecting to different apps, organizing data, making reports. That's where Code shines, even if it's not as pretty. Yeah, Code has a learning curve at first, but it's totally worth it. Once you get comfortable with it, you can fix things when they break, improve the workflow without fighting the interface, and scale everything without hitting walls. My take: go with Code. It's harder at the start, but you'll avoid a ton of frustration later. Cowork will eventually drive you crazy when you want to do stuff that's not in the menu.
Fable in Claude
For those who don't see Claude Fable 5 available in the menu yet, here is a quick workaround: Type /model claude-fable-5 directly into the chat window to unlock it.
1-8 of 8
Juan Felipe Torres
3
39points to level up
@juan-felipe-torres-8833
38 year old guy who is looking to change its life.

Active 1h ago
Joined Jun 9, 2026
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