# MiniMax M3 on the Cotera agent benchmark

> Thinks in `<think>` blocks. Sometimes forgets to write the answer afterward.

Source: https://cotera.co/benchmarks/models/minimax-m3

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MiniMax's M3 — the November 2026 reasoning model out of the Chinese MiniMax lab. Tested via the first-party API.

**Score:** 3/5 benchmarks passed · **Cost across the matrix:** $1.10

## Strengths
- Sales pass was thorough: 20 tool calls verifying Crunchbase data against multiple sources, $0.254. Most agent-loop-style behavior of any model that succeeded here.
- Web Scraping ($0.044) and Marketing ($0.200) passed cleanly with no envelope issues.

## Watch-outs
- M3's signature failure mode: opens a `<think>...</think>` block, plans the answer, then closes the run before writing the answer. Both CX and Coding failed this way. The thinking is visible; the output isn't.
- This is a known issue with M3's chat-template — the model treats `<think>` as a non-streaming scratchpad and sometimes doesn't transition out of it before hitting stop tokens.
- Coding cost $0.508 to produce no output. M3 read the Stripe docs, planned the function in a `<think>` block, then stopped. You're paying for thinking the user never sees.

