Xiaomi: MiMo-V2.5-Pro + OpenCode Just Dropped (New OpenClaw Model?)

Income stream surfers| 00:08:21|Apr 23, 2026
Chapters20
The narrator introduces testing Xiaomi MiMo V2.5 Pro and frames it as a leap in agentic and long-horizon coherence, while offering a skeptical personal take.

MiMo-V2.5-Pro shows strong multimodal ambitions and ultra-cheap testing options, but the claims and open-source status feel inconsistent with real weights and performance.

Summary

Income stream surfers walks us through Xiaomi’s MiMo-V2.5-Pro and the OpenCode testing trail. The creator immediately questions the model’s benchmark credibility, suggesting Chinese models often fake results, while giving praise for its openness and multimodal capabilities. He highlights a claimed performance near Claude Opus 4.6 but treats the numbers with skepticism. Despite the doubt, he notes practical positives: it’s open-source, supports vision tasks, and touts a one-million-context window with low per-token costs on OpenRouter. The video pivots to a hands-on test using OpenCode and a school-service generator prompt, then contrasts the build quality, speed, and potential open-source weights status with expectations. He stresses that the real issue is whether weights exist and when they’ll be released, rather than the quick, inexpensive runs. The host also discusses the broader ecosystem: OpenClaw compatibility, multimodal abilities, and the race toward cheaper, faster, larger-context models. Along the way, Harbor SEO.ai is pitched as a sponsor with enthusiasm about free trials and future product plans. The verdict on MiMo-V2.5-Pro is nuanced: technically decent, with a rough user experience and ambiguous open-source status—enough to spark interest but not full endorsement.

Key Takeaways

  • MiMo-V2.5-Pro is an open-source, multimodal model with a claimed 1 million context window and OpenRouter pricing of $1 per million input tokens and $3 per million output tokens.
  • The creator questions benchmark credibility, arguing that Chinese models may inflate results and comparing MiMo-V2.5-Pro to Claude Opus 4.6 to highlight the skepticism.
  • The test uses OpenCode and a school-service prompt to evaluate performance, noting speed is fast but weights/weights availability are unclear.
  • OpenClaw compatibility and the emphasis on cheap, fast multimodal capabilities reflect current trends in large-language model tooling and ecosystem integration.

Who Is This For?

Essential viewing for developers and researchers tracking open-source, multimodal LLMs and cost-efficient testing workflows; it helps gauge what to expect from new, low-cost models and the state of weight availability.

Notable Quotes

"This is claiming to be as good as or sorry, 0.01 points worse than Claude Opus 4.6. Well, obviously when you see that, you can't help but laugh."
The host immediately questions the benchmark claim by comparing it to Claude Opus 4.6.
"It is also um you can do vision so it can do everything in one. It's multimodal right which is definitely a leap forwards."
Highlights the model’s multimodal capability as a key selling point.
"One trillion total parameters. They announced it as open source, so I bet they are coming, but they're not out yet."
Notes the claimed scale and the status of weights/open-source release.
"The main thing is the speed and the fact that it's a multimodal model, meaning that you can use it for, you know, reading images, and frame-by-frame video stuff."
Emphasizes practical advantages like speed and multimodal use cases.
"I have massive massive plans for this tool. Just to kind of show you guys that I'm not just saying that I have massive plans when I don't."
Host plugs Harbor SEO.ai with genuine enthusiasm and product plans.

Questions This Video Answers

  • How does MiMo-V2.5-Pro compare to Claude Opus 4.6 in benchmarks and why is there skepticism about Chinese model claims?
  • What does OpenRouter pricing really mean for testing open-source multimodal models like MiMo-V2.5-Pro?
  • When will weights for MiMo-V2.5-Pro be released and how does that affect its open-source status?
  • What are the advantages of OpenClaw compatibility for multimodal models in the current ecosystem?
  • Is Harbor SEO.ai actually effective for scaling content and websites?
MiMo-V2.5-ProOpenCodeOpenClawClaude Opus 4.6OpenRoutermultimodal modelsweights availabilityOpen-source AIone-million context windowHarbor SEO.ai
Full Transcript
Hey guys and welcome to this video. In today's video, we're going to be testing out Xiai Mimo V2.5 Pro. Now, this now this is a model that is apparently a leap in aentic and long horizon coherence. But in my opinion, all this model does is prove that Chinese models are absolutely amazing at faking benchmarks. I don't know what they're doing over there in China. I don't know how they're getting these results. I don't know how they're cheating, but like this is not even close to any of these other models, right? So, this is claiming to be as good as or sorry, 0.01 points worse than Claude Opus 4.6. Well, obviously when you see that, you can't help but laugh. Now, one thing I will say in favor of this model is that it is an open- source model. So, shout out for that. It is also um you can do vision so it can do everything in one. It's multimodal right which is definitely a leap forwards. So again shout out to this model for that and shout out to Jim Xiaomi I don't know how to say their name for that as well but building a complete sys compiler in Rust from scratch 100% I really doubt that that is actually possible. a full feature video editor created by this thing as well apparently. So yeah, I mean it's got multimodal. It's very very cheap right now. I think it's actually uh free um on open router if I'm not mistaken. No, it's not free. It's $1 per million input tokens and $3 per out uh million output tokens. It is a 1 million context window model as well. So again, shout out for all of these things. Um fair enough. But let's see how the actual model performs. Now, I decided to use open code for this test and I think people are going to get a good laugh out of the result. I did the normal uh school service generator prompt for this video. And let's jump into the result. Just before we jump into the result, guys, huge shout out to our sponsor, me. This is harbor seo.ai. You can get a free trial of Harbor, which will give you 25 articles that you can go and smash out as much as you want. And I just want to show you guys something very, very interesting. If I go on billing and plan here, these are the offers that we're giving people. So, it's 29 a month for 25 articles. But what I really want to show you is this right here. So, we've got 224 pages published, 70,000 impressions, and 720 clicks. This is insanely good results. It's almost an average of four clicks per page published. Now, these are not all blogs, but the reason I'm showing you this is because 720 clicks kind of proves that SEO isn't dead, right? A lot of people are saying SEO is dead. I actually disagree. I still think there's a good few years left of writing content, creating pages, and getting clicks. So, go and check out Harbor, guys. There's a link in the description and in the pin comment for a free trial for this amazing tool. I have massive massive plans for this tool. Just to kind of show you guys that I'm not just saying that I have massive plans when I don't. I've already built an like a complete builder like website builder into the product. This is ready to launch. I'm just I don't want to just launch it though because obviously there's a lot to think about and I'm obsessed with product management and things like that. But it built this entire website and also this website here. These websites have an entire database built into them. They also have Stripe built into them, so people can go and buy your product. They also have an admin dashboard built into them as well, although this one obviously didn't when I try and show people an example. Yeah, all of this and more, including a co-pilot, agency, etc. coming very, very soon. So, go and get a free trial before the price goes up. The link in a comment in the comments and in the pinned comment and in the description. Let's jump into the result of this build. Now, if this doesn't prove that these models are kind of a joke at this point and a meme, I don't know what does. However, I have to say that the technical build is actually pretty decent. Um, so I mean, fair play there. Like, I don't think there's a single 404, which honestly for a a Chinese model for their first run, this isn't actually that bad. It's nowhere near the level of something like Quen 3.6, but I mean it's it's pretty decent. But the look and Okay, so there's a problem here. But the look and feel is absolutely terrible, right? I hate the look and feel of this website. I think it's just like standard, like complete trash. Something we would have got from, you know, some of the early models like, you know, Sonet 3.5 maybe. But like I said, the technical build isn't bad. There don't there aren't that many problems. I I think there is some problems if you click the links in the footer. But overall, this is a pretty decent technical build from a Chinese open-source model. Now, there doesn't seem to be anything just yet in terms of hugging face or anything like that. I'm trying to find the weights. One trillion total parameters. They announced it as open source, so I bet they are coming, but they're not out yet. Then why post? Okay, fair. Classic Reddit. Uh, it's very, very fast. I have to say it did complete the task extremely quickly, but it just seems like there's no actual weights or anything like that yet. Apparently, as well, the the Pro version is better than the nonpro version or it's it's more efficient, which is kind of crazy. I don't know. It just feels weird to me that they release this model and they say it's going to be open source, but then they don't make don't make it open source. One thing I will say is that it's extremely cheap to try on open router and it's very very fast. So I mean it that's nice definitely the fact that you can use it today for extremely cheap inside open code and it is also extremely fast. The nonpro model is even cheaper 0.40 which is crazy. The main thing is the speed and the fact that it's a multimodal model, meaning that you can use it for, you know, reading images, FFP, Meg or whatever it's called, the thing where you break videos down frame by frame. Things like open claw or, you know, Hermes agent, all of that stuff. This is what those models are going for. Now you can kind of tell they're going for cheap, large context, multimodal, the ability to use it inside openclaw and other things like openclaw. That is the whole point of models nowadays is to be used inside openclaw. However, with probably chat GBT 5.5 coming today, let's just check on uh poly market. I I do not condone poly market whatsoever, but it does look like today is the day. So it's 88% chance that it's coming today. Yeah, Poly Market is a seriously dark place. Do not read the comments, guys. I do not recommend reading the comments. There's some weird there. But this is probably going to be today. That's what everybody is saying. Poly market is normally correct. Um, April 30th looks like it's going to be the absolute latest, but in my opinion, it is going to be today. So, with this being released today, with Opus 4.7 being released recently as well, I I don't know what I'm personally waiting for, and this might sound weird, is Haiku 4.7. I really really hope that they release HiQ 4.7. It's cheap. It's multimodal. It can be used inside, you know, all of the different things that people want to use it inside. And also I can use it inside my Harbor Build because as of today, Harbor Build is using Sonic 4.6 and it costs about $5 per website. So yeah, guys, go and check out Harbor, get a free trial today. Go and support me. Go and support the channel. And I think I'll leave the video there. This was an interesting experiment. I have to say, I'm not too impressed with the look and feel, but like I said, the actual technical build is not bad to be honest. And I'm not just capping or coping or whatever. It's actually not a bad build at all. Uh, technically speaking, just could have done with some improvements with the look and feel. Thank you so much for watching, guys. If you are watching all the way to the end of the video, you're an absolute legend. And I will see you very, very soon with some more content. Peace out.

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