@gh0stee Facts. The cycle doesn’t change because people don’t change their behavior.
If you keep rewarding the same actors, you’re just funding the next rug.
Support conviction, not chaos. Hold with intention.
The #1 criticism I've received about the self-improving multi-agent framework is that you can't control the agents' outputs.
So I built a “Subconscious agent.”
Inspired by @karpathy’s autoresearch, it’s an LLM process that continuously looks for useful problems to solve.
All day long it contextualizes data, connects ideas, and stress-tests assumptions before anything reaches the main agent.
Once the Subconscious has a tested good idea, it brings it to the Main agent to be pressure-tested further.
The flow looks like this:
- [IDEA] Subconscious surfaces a promising idea
- [CHALLENGE] Main agent attacks it, questions it, and asks for proof
- [DEFEND] Subconscious strengthens the case
- [REVISE] Subconscious improves the idea based on feedback
- [REJECT] Main agent kills weak ideas
- [ACCEPT] Main agent approves ideas worth implementing
- [SHELVE] rejected ideas get logged for future learning
Hard rules:
- max 3 challenge rounds
- every idea needs evidence and reasoning
- every implementation runs in a sandbox
The two agents will go back and forth until the idea is either accepted or rejected. This runs all day long.
I’m using Hermes agent frame for both agents, the Subconscious has its own profile to concentrate on surfacing ideas 24/7.
The Subconscious runs on a local Qwen3.5 9B model, while the main agent uses ChatGPT 5.4 mini. If you don’t have a local LLM, OpenRouter should work too.
The goal is simple: more magic, less noise.
If this gets traction, I’ll share the full setup in an article.
This is where it gets interesting…
A $2B company built around a “Cowgorithm” — controlling entire herds with AI-powered collars.
Farmers tap an app… and cows just move. Health tracked, behavior analyzed, everything automated.
AI isn’t just online anymore. It’s hitting real-world industries like farming.
That’s the shift people are starting to notice.
And when you’ve got something like $COWGORITHM sitting right on top of that narrative…
When tech + meme + narrative align like this… things can move fast. 🐄🤖🚀
Now this is interesting…
A whale just found us.
That’s usually how things start — quiet at first, then bigger players begin to notice what’s building.
The Optimistic Minion is already spreading everywhere, and now smart money is starting to pay attention too.
Simple meme, growing traction, and now whales watching…
That combination doesn’t stay quiet for long.
$OPTIMISTIC might not be as early as it was yesterday… but it’s still early enough.
Stay calm. Stay optimistic. 🚀
It’s funny how one simple image can take over the whole timeline…
The Optimistic Minion isn’t doing anything crazy — just sitting there, calm, eyes closed… and somehow that’s exactly what people needed.
No panic. No overthinking. Just hold and believe.
And now you’ve got accounts like Moonshot and even official Solana Wallet echoing that same message.
That’s when a meme stops being just a meme and starts becoming a signal.
$Optimistic tapping into that exact moment.
Simple, relatable, and spreading fast.
Stay calm. Stay optimistic. 🚀
YET AGAIN to the people who feel the need to reflexively defend perpetrators of heinous crimes in our country I share with you this message:
Enforcement of the law will continue. The memes will continue. Thank you for your attention to this matter.