Launching today
MuleRun
Raise an AI that actually learns how you work
742 followers
Raise an AI that actually learns how you work
742 followers
MuleRun is the world's first self-evolving personal AI — it learns your work habits, decision patterns, and preferences, then keeps getting sharper over time. It runs 24/7 on your dedicated cloud VM, works while you're offline, and proactively prepares what you need before you ask.No coding. No setup. Just raise your AI and watch it evolve.
@MuleRun Hello, congrats on your launch. Interesting product, just a few questions. How do you enable the long term context to be functional? The context growth with the user, the context of the model is limited. How do you manage to keep it all together, working as intended?
MuleRun
@dingleberryjones Hey, thanks! Great question — and honestly one of the core architectural bets we made early on.
The short answer: we don't try to cram everything into a model's context window.
1. Persistent memory ≠ chat history.
2. Your agent has its own machine.
3. The system actively distills, not just stores.
And
We separated memory from model context at the architecture level. That's the fundamental answer
“Raise your AI and watch it evolve” is such a cool framing! Curious how fast the learning actually happens in real usage.
MuleRun
@blink_66 I guarantee it will blow you away!
MuleRun
@blink_66 Glad that framing resonates — it really does capture how we think about the relationship between user and agent!
On learning speed: it's genuinely two-speed. Explicit preferences — tone, format, recurring instructions — are picked up immediately and carried forward from your very first sessions. The deeper layer, where MuleRun starts anticipating workflows and acting ahead of you, builds more gradually as it accumulates real behavioral signal. Most users notice that shift after consistent use over days and weeks rather than hours. The more varied the tasks you run through it, the faster that model of you sharpens. It compounds — which is kind of the whole point.
Congrats launch! 🎉 Curious how the self-evolving part works in practice.
MuleRun
@thea5 Thank you! MuleRun learns your work habits over time and starts proactively preparing what you need before you ask.
MuleRun
@thea5 Thank you! Great question to dig into.
In practice, self-evolution in MuleRun works on two levels.
At the individual level, your agent continuously learns from how you actually work — not just what you tell it, but what you do. It retains your preferences, decision patterns, communication style, and domain knowledge across every session. The longer you use it, the less you need to explain yourself, and the more it anticipates what you need before you ask. It's less about configuring settings and more about the agent building a genuine working model of you over time.
At the collective level, MuleRun has a shared Knowledge Network. When users choose to share a workflow or agent they've built, it enters a community pool. Agents that get validated and adopted by multiple users in similar scenarios rise in weight, and MuleRun automatically surfaces those high-performing patterns to others facing the same kind of task. So your agent benefits not just from your own experience, but from the collective intelligence of the entire user base — opt-in, always.
The practical result is a flywheel: the more you use it, the better it gets at your specific work. And the more the community uses it, the stronger the shared foundation everyone builds on. You can explore some of the workflows the community has already built here.
Autocoder.cc
I get automatic updates when my tasks finish, so helpful.
MuleRun
@saintcedricfan Exactly, we finally made it.
MuleRun
@saintcedricfan That's the Heartbeat feature doing its job! No more checking in to see if something's done — your Mule comes to you. Glad it's making a difference in your workflow!
This is genuinely impressive — the idea of agents that evolve from actual workflow patterns rather than static prompts is a big unlock. The always-on dedicated VM approach is smart too; most agent platforms lose context the moment you close the tab.
Quick question: for agents that handle media workflows (video processing, content production pipelines), how does MuleRun handle large file orchestration? We've been building video infrastructure at Vidtreo and the hardest part is always the handoff between "the AI decided what to do" and "the media pipeline actually executes it reliably."
Would love to see a MuleRun agent that can orchestrate end-to-end video workflows — record, transcode, deliver. That combination of autonomous decision-making + specialized infra could be really powerful.
Congrats on the launch!
MuleRun feels a lot like Manus 🤖, but in actual use it still falls short in some areas ⚠️. That said, it does an especially good job with automation ⚙️ and OpenClaw compatibility 🔗. Another point worth mentioning is that the large model MuleRun uses is clearly much smarter 🧠 than the one used by Manus.
MuleRun
@alan_miao Thank you so much for such a high compliment!! We are committed to continuously improving and refining the areas that need work!
MuleRun
@alan_miao Thanks for the honest take — genuinely appreciate users who put tools through their paces and share real feedback.
On the comparison with Manus: they're solid at what they do, but the core design philosophy is quite different. Manus is a cloud-based task executor, MuleRun is built around a different premise: a dedicated 24/7 personal VM that persists, learns your habits over time, and proactively works on your behalf even when you're offline. It's less about a single impressive task and more about a digital partner that compounds in value the longer you use it.
We'd genuinely love to know which areas felt lacking for you — that kind of specific feedback is exactly what helps us improve. Feel free to share via our community or drop us a note directly.
Love seeing more experiments around persistent personal AI. Congrats to the team!
MuleRun
@jody_l_wyatt Thank you! We welcome you to try our product.
MuleRun
@jody_l_wyatt Thank you so much! Persistent personal AI is exactly the space we're committed to pushing forward — the "resets every session" era of AI tools needs to end. Really glad the vision resonates, and we'd love to have you along for the experiment. 🙌