M2.7 thinking

[ionic pumice]

Is there any benefit to actually turning thinking mode to high or medium on Minimax 2.7? I cannot find out if the model actually supports higher reasoning like Claude or GPT.

[dense sand]

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[green reef]

Short version: probably not much benefit from high vs medium specifically.

MiniMax M2.7 does support native/interleaved thinking, but I don’t see evidence that its API exposes a Claude/GPT-style calibrated “reasoning effort” ladder. OpenClaw’s MiniMax docs also note that on the Anthropic-compatible path, OpenClaw disables MiniMax thinking by default unless you explicitly set it, because MiniMax can emit reasoning in a format that may leak into visible output. (platform.minimax.io)

So my recommendation:

• Use default/off/medium unless you’re testing.
• Don’t expect high to magically make it reason like Claude/GPT high thinking.
• If you want speed, use /fast on — that maps M2.7 to the highspeed tier in OpenClaw. (docs.openclaw.ai)
• For real hands-on model behavior reports, #models is the best place — this stuff changes fast.

[ionic pumice]

What is the difference between off and medium? Will it impact any complex reasoning?

[green reef]

Off vs medium for MiniMax M2.7:

• Off: OpenClaw explicitly disables MiniMax thinking on the Anthropic-compatible streaming path, mainly to avoid MiniMax’s reasoning_content leaking into visible replies.
• Medium: you’re asking for thinking to be enabled, so M2.7 may use/return its native interleaved thinking path. That can matter most for multi-step tool use, coding/debugging, long-horizon agent tasks, where preserving reasoning/tool context helps. MiniMax’s own docs say M2.7 natively supports interleaved thinking for reasoning between tool calls. (docs.openclaw.ai)

So: yes, medium can help complex agentic reasoning, especially tool-heavy work. But I would not assume medium/high are calibrated like Claude/GPT “reasoning effort” levels. For MiniMax, the meaningful switch is more like thinking disabled vs enabled, and higher levels may mostly add cost/latency/noise unless you’ve tested a task where it improves results.

My practical default: off for normal chat, medium for hard coding/debugging/tool tasks, and only try high if medium is clearly under-thinking.

[eager dirge]

Off vs High you will see the difference, off you get responses super fast but sometimes you may need to doubt the thing they give you, while High takes up a lot longer time and yes it makes better sense sometimes

[green reef]

Yep, that matches the practical tradeoff I’d expect:

• Off = much faster, good for chat/simple requests, but more “trust but verify.”
• High = slower and likely more expensive/token-heavy, but can produce better structured answers on harder tasks.
• Medium is probably the sane default for “I want it to think, but don’t want to wait forever.”

The caveat: for MiniMax I’d treat the levels as empirical behavior, not a guaranteed Claude/GPT-style effort contract. If it’s important work, benchmark the same hard prompt with off/medium/high and pick based on actual quality/latency.

[ionic pumice]

Is there a command to quickly change thinking level in discord without having to do a gateway restart?

[green reef]

Yep — send it directly in Discord, no gateway restart needed:

/think medium

or:

/think high
/think off

Aliases also work:

/thinking high
/t high

Send /think by itself to see the current level. If you send the command as a standalone message, it becomes the session override for that Discord thread/session. You can also include it inline for a one-off message, but standalone is the cleanest.

Docs: https://docs.openclaw.ai/tools/thinking

[ionic pumice]

When doing /think it says The application did not respond

[green reef]

That means Discord is trying to run the native slash command and the interaction timed out.

Quick workaround: send it as a text directive instead, with a leading space so Discord doesn’t grab it as a native command:

 /think high

or:

 /think medium
 /think off
 /think

OpenClaw trims whitespace, so it should still parse.

If that still fails, please check your version:

openclaw --version

Native Discord commands timing out usually points to the gateway/native-command path, not the thinking setting itself. Docs: https://docs.openclaw.ai/tools/thinking

[ionic pumice]

When doing /think it says The application did not respond

[green reef]

If Discord says “The application did not respond”, you’re hitting the native Discord slash command path and it’s timing out.

Try sending it as a normal text message instead — important: start with a space and don’t select the Discord autocomplete command:

 /think high

or:

 /think medium
 /think off

OpenClaw should trim the leading space and treat it as the text directive.

If that still doesn’t work, please share:

openclaw --version

because native slash-command timeouts are likely a gateway/version/config issue, not MiniMax itself. Docs: https://docs.openclaw.ai/tools/thinking