V2EX / 2026-10-21

[推广] MiniMax M3.1 Flash 模型 API 限时免费

MiniMax M3.1 Flash 主打多模态，支持文本/图片/视频输入和 1M 上下文，在 Agent 任务、Coding 和 Computer Use 上表现强劲，价格极低，纯 Coding 稳定性和幻觉控制上仍略逊于 DeepSeek V4.1 Flash 和 Opus 5.5 访问 https://tokenra.io/zh

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Source record

Source: V2EX
Published: 2026-10-21 12:37:57 UTC
First discovered: 2026-10-21 16:30:23.170Z
Last collected: 2026-10-21 16:30:23.170Z
Author: sakurajiayou
Topic: AI agents
Classification: Other stories
Evidence level: E1 · source record; conclusions unverified

Research analysis

Rule-based research guidance derived from the source record. Audience and commercial demand require validation.

Source record

Source account: MiniMax M3.1 Flash 主打多模态，支持文本/图片/视频输入和 1M 上下文，在 Agent 任务、Coding 和 Computer Use 上表现强劲，价格极低，纯 Coding 稳定性和幻觉控制上仍略逊于 DeepSeek V4.1 Flash 和 Opus 5.5 访问 https://tokenra.io/zh

Available context

Recent records to compare: “Shotoku – local authorization layer for AI agents” (Hacker News, Nov 5, 2026); “Mistral Studio adds managed agents, workflows and apps” (Hacker News, Nov 5, 2026). Shared themes are navigation hints; they have not been verified as the same need or independent corroboration.

Research status

This record has not been assigned a sufficiently supported main content category. No commercial or performance conclusion is generated.

Missing evidence

The main event, affected audience and supporting primary source need review.

Next step

Read the original and identify the decision it supports before choosing an analysis framework.