Subject: Fwd: MiniMax-M2.7 with self-improvement & research in OpenClaw
From: [email-masked]
To: "[email-masked]" <[email-masked]>
Date: Thu, 19 Mar 2026 08:38:32 -0400

---------- Forwarded message ----------
From: Ollama <[email-masked]>
Date: Mar 19, 2026 at 5:54 AM -0400
To: [email-masked]
Subject: MiniMax-M2.7 with self-improvement & research in OpenClaw

>
>
> MiniMax-M2.7 is now available to run via Ollama's cloud. This new model is designed to excel at completing end-to-end tasks in software engineering and office productivity while improving its character and emotional intelligence.
>
> M2.7 is also good at self-improvement using data from the web. This allows assistants like OpenClaw to do research and learn new skills.
>
> To get started, download Ollama:
>
> Download Ollama
>
> Next, launch OpenClaw with MiniMax-M2.7:
>
> ollama launch openclaw --model minimax-m2.7:cloud
>
> If you already have OpenClaw running with Ollama, switch to MiniMax-M2.7 cloud by using the /model command:
>
> /model ollama/minimax-m2.7:cloud
>
> Self-improvement & research
> OpenClaw can now perform deep research tasks and use up-to-date web information to teach itself skills and best practices.
>
> Example: financial reporting
>
> Teach yourself how to write financial research reports by studying examples from top analysts. Write a PPT presentation and Word document report on TSMC based on their latest earnings. Save your research framework as a skill so future reports follow the same process.
>
> Launch agents in non-interactive mode
> Ollama can now launch non-interactive agents using the new --yes flag.
>
> This enables running OpenClaw and other agents in the background without interruption on servers, scripts, and other environments that do not support the OpenClaw gateway.
>
> To launch a non-interactive OpenClaw agent, run:
>
> ollama launch openclaw \
> --model minimax-m2.7:cloud \
> --yes -- agent \
> --agent main \
> --local \
> --message "Prepare a pre-read for my next meeting"
>
>
> If you have any feedback, reply directly to this email or join Ollama's Discord channel.
>
> ❤️ Ollama
>
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