Subject: MiniMax-M2.7 with self-improvement & research in OpenClaw
From: Ollama <[email-masked]>
To: [email-masked]
Date: Thu, 19 Mar 2026 09:54:03 +0000
List-Id: "Ollama" <general.ollama.com>

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 [https://ollama.com/download]

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 [https://discord.gg/ollama].
 
❤️ Ollama
 
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