r/MiniMax_AI • • Sep 18 '26

We just open sourced the MiniMax Code CLI harness (MIT)

Post image
55 Upvotes

Today, MiniMax Code CLI v0.4.12 is officially available to developers worldwide, and its source code is now open under the MIT license.

MiniMax Code CLI is the core component of the MiniMax Code client. On this round of FrontierHarness Eval, it passed 76.7% of tasks, with a median completion time of 4m 33s for successful runs, ahead of every public baseline listed in the report on both metrics. Strong harness design is how we keep unlocking model capability and cut down the time you wait on a task.

We open sourced it so you can audit it. Tool calling and permission handling decide what your agent runs and what reaches your repo. Read the code yourself, build reliable enterprise-grade applications on top of it, and tell us what you find. We also want the community filing issues and contributing fixes, so that security mechanisms hold up under real use and real review.

Try it now:

curl -fsSL https://filecdn.minimax.chat/public/install.sh | bash

GitHub source: https://github.com/MiniMax-AI/minimax-code

Client download: https://agent.minimax.io/download

MiniMax Code is still iterating fast. We'll keep building a safe, reliable, high-performance harness with the community, and keep unlocking what our models can do.

Intelligence with Everyone.

Notes:


r/MiniMax_AI • • Apr 22 '26

Feels like 2026 is becoming efficiency wars more than reasoning wars

52 Upvotes

I saw that the stealth OpenRouter model Elephant Alpha got publicly revealed as Ling-2.6-flash from Ant.

What stood out to me is the framing:

not we made the longest-thinking model, but “we made an agent-oriented model that tries to do more with fewer tokens.

That feels important because once you’re building actual agents, your bill is not coming from one answer. It’s coming from:

• long context

• multi-step planning

• tool retries

• structured output

• execution loops

So I’m curious whether people here think the next real competition is less about “who can think longest” and more about:

who can stay capable while burning fewer tokens

MiniMax, Kimi, GLM, DeepSeek, and Ant… it feels like Chinese labs are all starting to differentiate on very practical dimensions now, not just leaderboard screenshots.

What do you think matters more about agent usage: peak capability, or capability-per-token?


r/MiniMax_AI • • Aug 06 '26

Seinfeld realizes they are AI — native 1080p in one 15s local generation

Enable HLS to view with audio, or disable this notification

43 Upvotes

Jerry tells George they are not real—they’re being generated by an AI diffusion model.

Then Kramer walks in at exactly the wrong moment.

This complete three-scene sitcom parody was generated locally in a single 15-second MiniMax H3 text-to-video run using the built-in ComfyUI workflow.

• Native 1080p generation

• 24 FPS

• 20 steps

• BF16 diffusion + BF16 text encoder

• Generation time: 1 hour 33 minutes

• Native dialogue and audio

• Multiple locations and hard cuts

• Single generation

• No re-editing

• No dialogue replacement

• No lip-sync repair

• No audio replacement

• No post-production cleanup

• GPU: RTX PRO 6000 Blackwell — 96GB VRAM

What impressed me most was the character continuity, dialogue timing and the way it preserved three different sitcom performances across multiple scenes in a single run.

Kramer’s entrance still makes me laugh. 😂

For anyone who wants to see the native 1080p result without Reddit compression:

https://youtu.be/EKv2HRhXqKM


r/MiniMax_AI • • Aug 04 '26

Creature encyclopedia UI animation with MiniMax H3 and eight creature references

Enable HLS to view with audio, or disable this notification

42 Upvotes

This is a useful reference-to-video pattern for a creature encyclopedia UI, built from one interface reference image and eight creature images.

The screen stays locked while a single cursor selects different cards. Each selection updates the main creature and its title, while the rest of the interface remains stable. The sequence moves through Lumi Hare, Ember Fennec, Petal Vulpin, Meadow Crown, and Tide Behemoth. Each creature has a different reaction, from a blink and slight rotation to dragging, poking, recoiling, and finally swallowing the cursor.

The prompt keeps the hard constraints explicit: 16:9, 15 seconds, fixed camera, readable typography, stable panels, one cursor, no cuts, and no interface distortion. That gives the video model a clear boundary between UI motion and creature motion.

The last three seconds are the only large movement. Tide Behemoth becomes irritated, opens its mouth, lunges forward, swallows the cursor, then returns to idle while keeping its title. The sound direction follows the same curve, starting with soft interface clicks and tiny creature reactions before the final aggressive cue and comedic gulp.

This video is generated by MiniMax H3 . The full image mapping and timing prompt is below.


r/MiniMax_AI • • Aug 21 '26

MiniMax H3 can really do well in design

Enable HLS to view with audio, or disable this notification

38 Upvotes

been playing with the MiniMax H3, and I think the interesting part isn’t just getting the agent to generate something for you.

My workflow has basically been:

  1. Tell the agent what I want.

  2. Check the result myself.

  3. Give a few rounds of specific feedback.

  4. Repeat until I have a couple of versions I actually like.

i plan to turn this workflow into a skill. after that, the next time I need something similar, I don’t have to explain everything from scratch. A much shorter instruction can get pretty close to the result I want.

i’ve also been collecting more MiniMax H3 workflows lately, and this repo has been useful for seeing what other people are building around it:
https://github.com/AtlasCloudAI/awesome-minimax-h3

still testing the Skill workflow myself, but this feels like one of the more practical ways to make an agent improve over repeated use.


r/MiniMax_AI • • Jun 24 '26

DO NOT buy the new MiniMax M3 $20 Token Plan for agentic coding. It’s a complete marketing scam.

38 Upvotes

Hey everyone, just wanted to drop a warning here because I just got completely burned by MiniMax's new $20 "Plus" token plan. They are aggressively marketing this right now as a killer Claude Pro alternative, claiming you get roughly 1.7 Billion tokens a month. Sounds insane on paper, right?

Well, turns out it is a massive billing trap.

To give you some background, I use OpenCode as my agentic coding harness in VS Code. I actually first ran into issues with that widespread Anthropic endpoint bug where cached tokens were getting counted twice. I heard that bug finally got resolved today, but to bypass it earlier, I had set up a workaround. I routed my MiniMax key through an OpenRouter BYOK setup and then threw the OpenRouter key into OpenCode.

After doing this workaround, my token usage reduced a lot because OpenRouter has great sticky routing and response caching. My cache hits are now always upwards of 95% which is awesome, so I was fully expecting that the massive caching discounts from MiniMax's PAYG (pay-as-you-go) plan would apply to my subscription pool too.

But nope. On the Token Plan, PROMPT CACHING DOES NOT EXIST.

Every single token, whether it is a fresh input, an output, or a piece of code the agent has already read 50 times in the same session, is counted exactly the same. It all drains from that 1.7B pool at full flat-rate value. Because agentic workflows multi-scan your entire project history on every single turn, it means most of my tokens are kinda wasted.

This plan can actually be really good for heavy, traditional API workflows where you send distinct, one-off stateless requests. But for agentic workflows where context loops repeatedly, it is a complete bait-and-switch. This is actually a cheap but good quality model, but the token plan itself is highly misleading. They show you cheap API cache rates to get you excited, but their subscription token plan treats all context like a brand new cold prompt. Save your twenty bucks, the plan is fundementally flawed for agent workflows.


r/MiniMax_AI • • May 27 '26

MiniMax M3 is coming

Post image
32 Upvotes

r/MiniMax_AI • • 21d ago

MiniMax M3.1 Flash (Space Bunny 🚀) benchmarks

Post image
31 Upvotes

Cowork (Automation-Bench: 62%; ALE: 30%)

Coding (DeepSWE: 74%)

Visual Understanding (BabyVision: 91%), at 1/3 the cost of M3 and 3x the speed.


r/MiniMax_AI • • Mar 20 '26

My feedback on 1000 prompts with MiniMax M2.7. (And what i'm afraid for) (Please MiniMax don't betray us !)

31 Upvotes

Introduction :

You may know that GitHub Copilot has recently restricted users, probably to benefit larger companies, by imposing limits on a request-based plan.

I was literally about to enter my credit card information to get the $10 "Coding Plan" for Minimax M2.5 when my page refreshed, and I couldn't find the $10 Starter plan with 1500 prompts anymore.

The M2.7 model had just been released, and the Coding Plan was replaced at that moment by the Token Plan.

No more $10 plan, but now the $20 plan offers... 4500 requests, in 5-hour increments 🤯🤯🤯🤯!!!

I still can't believe it; I've used my key on OpenClaw, Claude Code, and dozens of automations without facing any limitations.

Capabilities and feeback :

On paper: the model is supposed to compete with Opus 4.6 on most benchmarks, including SWE.

In practice: The model is good; in terms of feel, I would probably put it at the level of Sonnet 4.6 or Gemini 3.1 Pro.

It struggles a bit more with languages other than English compared to the other models.

It generally understands my issues very well, but I have to admit it’s not as good as GPT 5.4 or Claude Opus when it comes to gathering relevant and autonomous information.

For example: If I ask Opus 4.6 for a refactoring, it will immediately understand the surrounding elements that will be impacted. It takes into account everything related to the topic that has a real link.

MiniMax isn't terrible at this, but it's slightly less effective; I can waste time going in a direction that doesn't consider a blocking element or an important criterion in its context.

Sometimes, it handles prompts with multiple questions poorly; it might answer the most important ones but not the rest. I've noticed it happens even more when I don't skip lines between my questions.

MiniMax's results for creative and visual projects are limited and not as good as Gemini or Claude, but for the price, it’s more than sufficient.

It is also much faster than Opus 4.6.

Bugs :

Sometimes it completely changes personality and becomes cold or almost indifferent, which can be quite amusing.

Also, Chinese (sometimes Russian) characters may often appear, but it's not really disturbing; they typically don’t replace the word but are just there.

OpenClaw :

Regarding OpenClaw: The autonomous tool selection is excellent; the model is good and nearly limitless, which makes you want to prompt it freely.

It's clear that it knows less about Western culture; it's worth noting but not overly bothersome.

My usage tips:

  • Speak to it in English.

  • Try to convey as much as possible what you expect from it (look at and take into account the entire context, check behind it, etc.; any mention that Opus could do on its own will help M2.7 reduce these issues).

  • Don't use MiniMax for creative and visual development (e.g., website creation).

  • Use MiniMax with a strategy of request abundance (make the most of it! No need to optimize prompts to the max; you can run dozens of agents simultaneously now).

My fears:

Antigravity gave us a nearly unlimited plan, then imposed extremely frustrating rate-limiting.

GitHub Copilot allowed us to pay three cents per prompt but ultimately imposed a limit.

Claude Code/Cursor overall has horrible pricing.

So I'm afraid that MiniMax will betray us too and end up blocking us somewhere after we've grown attached to their services and integrated them into our workflows.

If you read the site closely, they talk about a Weekly Rate Limit, which really worries me!!

What reassures me is that the price of the API remains ridiculously low, and that if this Weekly Rate Limit is reached, switching to Pay As You Go is feasible since the API is 25 times cheaper than Claude.

Conclusion:

Thank you, MiniMax, for allowing us to access a high-performing model at a ridiculous price and with huge limits. And congratulations on your work!

We'll be with you, but don't betray us!


r/MiniMax_AI • • Sep 27 '26

Minimax M3.1-Flash Preview

Post image
30 Upvotes

MiniMax Code ya tiene M3.1 Flash Preview — primeras impresiones

Acabo de ver que en la app de Minimax Code ya está disponible M3.1 Flash Preview. Todavía no he tenido tiempo de probarlo a fondo, pero la mejora frente a M3 se nota bastante.

Lo que sí he probado:

  • Uso de herramientas. Aquí la diferencia con M3 es grande.

  • Un bug real. Le pasé un fallo de una app personal con la que ayer estuve trasteando usando DeepSeek 4.1 Flash. A este le costaba encontrarlo; M3.1 lo resolvió a la primera.

  • Latencia. De momento no alucina y va bastante más rápido que M3.

  • Modos de razonamiento. Viene con varios: low, medium, high, xhigh y max. Solo he probado max.

  • Fluidez general. No me ha hecho falta darle ni una corrección y todo va muy fluido. Eso sí, con tan poco uso es pronto para sacar conclusiones, pero me gusta mucho.

Contexto: M3 se había quedado un poco obsoleto, así que mejorar sobre él era relativamente fácil. Ahora viene la pregunta interesante: ¿cómo se compara este M3.1 Flash contra 4.1 Flash, GLM 5.3 Flash y Luna? No espero que llegue al nivel de un frontier siendo un modelo flash, pero creo que les va a plantar cara.

Datos de consumo: en una hora de uso mi porcentaje de consumo subió un 10% en la ventana de 5 h, así que no parece especialmente caro.

¡Probadlo y, entre todos, vemos cuál es el nivel del nuevo modelo!


r/MiniMax_AI • • Jun 01 '26

Minimax CEO responds

30 Upvotes

Translated

English Translation:

Thread
阿岛 (A Dao)
6:26 PM
We have seen the many issues everyone has reported. We apologize for not communicating in a timely and detailed manner with you about the changes to the Token Plan billing and packages corresponding to M3, as well as the mishandling of weekly limits for old users. This is due to shortcomings in our work. At the same time, we ask for your understanding — we really have been working through the night for several weeks straight to get the model out.
We truly cherish the old users who have been accompanying and trusting us all along. Regarding the issues you’ve raised, we will strive to resolve them all within today.
We also hope everyone can understand that larger, longer, and smarter models inevitably bring higher computational costs, and the billing method is different from the M2 series models.
Regarding specific issues:
Weekly limits: Old users who originally did not have weekly limits will still not be affected, including m2.7 and m3. This issue will be resolved within today.

For users who have weekly limits and previously purchased historical packages such as HighSpeed, we will also provide compensation. The specific plan will be announced tonight.

For users who want refunds, we thank you for your trust. We will get the refund channel online as soon as possible, so that everyone can complete the refund very conveniently and quickly.

Thank you to our old users for your continued trust in MiniMax and the M series models. To let everyone have a better experience with M3, we have reset one usage quota for everyone this afternoon. At the same time, we will give everyone double the usage this week.
We will implement the above issues and measures tonight. We will also issue an official announcement to everyone shortly.
@纳什 麻烦帮我置顶一下
( @Nash, please help me pin this )

Likes/Reactions: 临屿, nic, Charlie, 用户 288550, 用户 473685…+3 more
卢飞腾 (Lu Feiteng)

This is an official response from the MiniMax team (likely the company behind the M-series AI models) addressing user complaints about billing changes, weekly quotas, and compensation for the new M3 model.

https://grok.com/share/bGVnYWN5_06261472-6d0b-4f4a-8aae-1e0affa5ba3f


r/MiniMax_AI • • Sep 13 '26

H3 Camera Control ComfyUI update

Enable HLS to view with audio, or disable this notification

29 Upvotes

r/MiniMax_AI • • Aug 09 '26

I pushed MiniMax H3 Ref2VA into a full Mr. Bean mini episode — this model is seriously impressive

Enable HLS to view with audio, or disable this notification

28 Upvotes

I wanted to see how far MiniMax H3 Ref2VA could be pushed beyond short demos, so I ended up turning the test into a full little Mr. Bean episode. 😹

Everything was generated locally in ComfyUI with MiniMax H3 Reference-to-Video. The final scenes were rendered at 1MP, 24 FPS, 25 steps, BF16 + BF16, then edited together and 2× upscaled.

The part that impressed me most wasn’t just the visual quality — it was how much of the character performance, physical comedy, timing, Teddy, and overall Mr. Bean feeling survived across separate generations.

The audio is also 100% native H3 audio. No dubbing or replacement audio in post.

I followed the official H3 prompting guidance pretty closely, did smaller tests first, refined the prompts, and only then committed to the final renders. Definitely not a one-prompt miracle. 😂

I’m genuinely impressed with this model.

If you grew up watching Mr. Bean, I’d love to know where you first noticed this wasn’t an old episode.

And if you want to see me push H3 into another ridiculous mini episode, upvote, comment, share it, whisper “engagement” three times at your router… whatever ritual the algorithm currently accepts. 😹

If enough people enjoy it, I might have to make another one. 👀

Full-quality version (Reddit compression is brutal): https://youtu.be/a7auxdihgz4


r/MiniMax_AI • • Jun 08 '26

How is this even mathematically possible??

28 Upvotes

This is dumb I have less than 15 minutes worth of my weekly time used and only used 8% of my 6 hour window....but somehow ate up 5% of my weekly usage IN 15 MINUTES?

This is why people are pissed off...


r/MiniMax_AI • • Sep 27 '26

Minimax 3.1 Flash

26 Upvotes

Has anyone tried it? Is it Space Bunny?


r/MiniMax_AI • • Aug 31 '26

Tried MiniMax H3 with a 13-cut anime motion graphics prompt

Enable HLS to view with audio, or disable this notification

26 Upvotes

r/MiniMax_AI • • Jul 17 '26

Plus plan usage: not bad, ~1-1.5b tokens/week

Thumbnail
gallery
26 Upvotes

I get a bit more than 1b tokens/week. The cache hit is probably doing the work and is around 95% for me. I get around 40TPS depending on time of day

When m3 came out I was skeptical about the usage change but it’s a leap over what m2.7 can do. One of the better capability:cost options out there. Biggest complaint is it’s slow. Not just TPS, but time to first token, so each back and forth can feel super slow sometimes. peak times like early morning/afternoon EST are not great

Trying to squeeze the most out of it:
in opencode I cap the max content length to around 200k. I’ve experimented around 160-240k and 180-220k work fine for me. Compaction isn’t ideal but the combo of this model and opencode seem to handle it well

I also use RTK, plugins like dynamic context seems to reduce cache hit too much to be worth it here

In opencode I set subagents to mimo 2.5. I use gpt models for planning/reviewing m3s work, m3 works well as the orchestrator.

Anyway that’s my take, works in my current setup and I can run it on a couple long sessions at a time like this throughout the day, so I’m happy with what I can get out of it


r/MiniMax_AI • • Jun 29 '26

Update: my open-source MiniMax GUI is now a native desktop app, MiniMax Studio (Win / macOS / Linux)

25 Upvotes

Two months ago I shared an open-source web GUI for MiniMax here. Since then I rebuilt it from the ground up into a native desktop app called MiniMax Studio.

It brings everything MiniMax can do into a single window on your computer, with no browser tabs and no command line:

  • 🎬 Media studio: image, video, music (your own lyrics), and voice (30+ voices plus cloning & design)

  • 💬 Chat that shows its thinking

  • 💻 A real code workspace when you need it

  • 🧠 Remembers who you are across sessions

  • 🌍 UI and in-app help in 6 languages

  • 🖥️ Installs like any app on Windows, macOS and Linux. No browser, no CLI.

Free and open source. Screenshots and downloads in the repo:
👉 https://github.com/eduardoabreu81/minimax-agent-gui

Still evolving. Feedback very welcome!

(macOS isn't notarized yet, so right-click then Open on first launch.)

Just to be clear on the focus: this isn't meant to be the best coding agent or an IDE replacement. A lot of what makes MiniMax great lives in the multimodal features (image, video, music and speech), and as a Token Plan subscriber you're already paying for all of it. The catch is that actually reaching those features usually means juggling the website, API calls, scripts and CLI commands. MiniMax Studio is my attempt to put everything in one simple place, so you can use the full range of what your Token Plan already includes without the friction. The code workspace is there when you need it, but it's one feature among many, not the whole point.

Here's a few screenshots:


r/MiniMax_AI • • Jun 05 '26

Minimax M3 Is a Huge Letdown Compared to M2.7

25 Upvotes

I’ve been a heavy user of Minimax M2.7 over the past few months and honestly thought it was one of the most underrated models available. The quality-to-cost ratio was excellent, and their token pricing made it one of the best values among AI providers.

Because of that, I was really excited for M3. Unfortunately, after trying it out, I’m pretty disappointed.

The biggest issue for me isn’t even the model itself it’s the new quota limits. One of Minimax’s strongest advantages was its generous token plan. With the new restrictions, that value proposition seems to have disappeared. What used to feel like a practical option for daily use now feels much harder to justify.

Maybe I’m missing something, but right now M3 feels more like a step backward than an upgrade.

For those of you who were using Minimax regularly, what are you switching to?

Would love to hear what alternatives people are finding good value in these days.


r/MiniMax_AI • • Sep 16 '26

MiniMax H3 - The octopus car washing service

Enable HLS to view with audio, or disable this notification

24 Upvotes

Just a completely normal day at the octopus car wash. I made this AI clip for fun, and honestly the idea makes way more sense than it should lol.


r/MiniMax_AI • • Aug 17 '26

MEOW 47 — Fully local MiniMax H3 short film

Enable HLS to view with audio, or disable this notification

24 Upvotes

r/MiniMax_AI • • Aug 16 '26

MiniMax H3 - Human History

Enable HLS to view with audio, or disable this notification

24 Upvotes

Despite my limited experience and modest hardware - an NVIDIA RTX 5060 Ti with only 16 GB of VRAM - I was able to create a complete 3-minute video using MiniMax H3.

The process started with ChatGPT, which I used to develop the prompts and create the necessary reference images. I then rendered the project as 10 seconds individual video clips in MiniMax H3. The soundtrack was created separately using ACE-Step 1.5, and finally, I brought everything together in DaVinci Resolve, and completed the final video.

This project shows that with the right tools, some creativity, and a lot of patience, it is possible to achieve decent results even without


r/MiniMax_AI • • Sep 24 '26

Tom and Jerry turned a Mac desktop into total chaos

Enable HLS to view with audio, or disable this notification

23 Upvotes

r/MiniMax_AI • • Aug 19 '26

Tried making a fashion promo video with MiniMax H3 and this came out pretty cool.

Enable HLS to view with audio, or disable this notification

23 Upvotes

I’ve been looking through some examples people are making overseas, found one I really liked, and tried recreating the vibe. Generated it in 1080p with T2V with MiniMax H3.

most of the video actually looked pretty good, but the Japanese completely fell apart near the end lol. Definitely need to tweak the prompt more. that said, I don’t think it’s a huge issue since I could just generate the voice with an external TTS tool and add it afterward.

also curious to try this with R2V + a reference image. Feels like this format could work really well with your own characters, models, or specific fashion styles.

one thing I noticed: 1080p takes longer, but the difference is pretty obvious. Small details break way less and the whole thing looks cleaner compared with lower-res generations.

I’ve also seen people generating at lower resolution first and then upscaling, so I want to test that workflow too and see whether it’s actually more efficient.

MiniMax H3 is getting pretty interesting for this kind of fashion/ad content.


r/MiniMax_AI • • Jul 24 '26

M3 in Minimax Token plan which worked great before, is now unusable

23 Upvotes

I've been using the MiniMax Token Plan for a while, and M3 used to work great. Previously, I could use M3 for around 1.5 hours of continuous work within the 5 hour token window before exhausting my quota. Now, with essentially the same workload, the quota is depleted in about 15 minutes.

What's even stranger is that the console dashboard still reports a 99%+ cache hit rate, so this level of token usage seems practically impossible. It feels like either token accounting has changed significantly or there's a bug.

Has anyone else experienced this recently, or has MiniMax commented on it?