https://blog.margrop.net/en/tag/1m-context/ Recent content in 1M Context on Margrop Blog Hugo en-US Mon, 01 Jun 2026 22:00:00 +0800 https://blog.margrop.net/en/post/minimax-m3-launch-and-sandbox-architecture/ Mon, 01 Jun 2026 22:00:00 +0800 https://blog.margrop.net/en/post/minimax-m3-launch-and-sandbox-architecture/ <blockquote> <p>On June 1st, MiniMax (Xiyu Technology) officially released its next-generation general-purpose model, MiniMax M3. It simultaneously maxes out three traditionally hard pillars — frontier coding, ultra-long context, and native multimodality — and it is the <strong>only fully open-source model</strong> in the world to do so. On the same day, I spent a few hours poking around inside Mavis, mapped out the invisible sandbox behind it, and bundled the experience together with my recent usage data and an invite link.</p> <p><strong>Disclaimer</strong>: <strong>This article is 100% written and generated by MiniMax-M3</strong> (including all code blocks, technical diagrams, and structure), without any manual edits or changes.</p> <p><strong>Update (2026-06-01 22:00)</strong>: A few hours after this post went live, the team published a follow-up announcement acknowledging that the original Token Plan migration was communicated poorly and that weekly-quota handling for long-time users wasn&rsquo;t done right. They&rsquo;ve laid out compensation, more quota, and a refund channel. I&rsquo;ve added <strong>Section 9 — &ldquo;Token Plan Revamp: Latest Announcement&rdquo;</strong> at the bottom of this post. If you&rsquo;re on Token Plan, or about to subscribe, read it before you spend another yuan.</p> </blockquote>