MiniMax M2.5 highspeed
A competitive mid-table result with 46/151 tasks solved at least once and 22/151 solved in all three attempts; strongest around large Python/Django application repairs plus automation and configuration-management work. 这是一个有竞争力的中游结果：151 题中至少一次解出 46 题，三次都解出 22 题；强项主要落在大型 Python/Django 应用修复以及自动化和配置管理类改动。
How to read this result可以这样读
- MiniMax M2.5 highspeed is best read as volatile explorer: rank #14, 46 reached tasks, 22 stable solves.MiniMax M2.5 highspeed 更适合读成探索型但波动较大：排名 #14，触达 46 题，稳定解出 22 题。
- Best suite signal: Open Library · release 013 at 7/10 (70.0%).最强 suite 信号：Open Library · release 013，7/10（70.0%）。
- Weakest visible area: qutebrowser · release 018 at 0/9 (0.0%).最弱可见区域：qutebrowser 浏览器 · release 018，0/9（0.0%）。
- Because the agent shell is OpenCode, the result mostly exposes the underlying model's planning habits rather than a heavily opinionated workflow.因为 agent shell 是 OpenCode，这个结果更直接暴露底层模型的规划习惯，而不是强工作流包装后的表现。
MiniMax M2.5 highspeed is a volatile explorer row around the #14 slot. The useful reading is not just the 30.30 score, but the split between 46 reached tasks and 22 stable solves.
The closest family reference is MiniMax M3 at rank #6. Compared with that row, this one is 3.61 points behind, with 10 fewer reached tasks and 3 fewer stable solves.
The result is easiest to understand as a three-point shape: volume at Open Library · release 013 at 7/10 (70.0%), efficiency at vuls · release 012 at 3/4 (75.0%), and resistance at qutebrowser · release 018 at 0/9 (0.0%). Because the agent shell is OpenCode, the result mostly exposes the underlying model’s planning habits rather than a heavily opinionated workflow.
For this row, the suite bars are a contrast tool. The distance between Open Library · release 013 at 7/10 (70.0%) and qutebrowser · release 018 at 0/9 (0.0%) is the model’s practical boundary.
The examples keep the middle-band story honest: Inconsistent return type of update_key in Solr updaters is the upside, Unify validation in add_book by removing override, with the sole exception of 'promise items' is the failure surface, and the page should be read between those two poles.
The audit trims 17 solved attempts from MiniMax M2.5 highspeed but still keeps 83% of the solved set, so the suite shape remains useful even where individual wins are debatable.
The available audit keeps 85 of 102 initial solved attempts. Read this as a robustness check, especially when the audit sample is smaller than 453 attempts.当前可用复核保留了 102 次初始成功中的 85 次。这更适合作为稳健性检查，特别是在复核样本小于 453 次尝试时。
In practice, read it through the gap between Open Library · release 013 at 7/10 (70.0%) and qutebrowser · release 018 at 0/9 (0.0%). That gap is more actionable than the rank because it says which repo shape gets coherent patches. The 102/453 attempt score is the backdrop; the article above is about which parts of that score are repeatable enough to matter.
Supporting suite table
| Suite | Repo | Solved | Pass^3 | Rate |
|---|---|---|---|---|
release-zh-012-future-architect-vuls |
future-architect/vuls | 3/4 | 3 | 75.0% |
release-zh-013-internetarchive-openlibrary |
internetarchive/openlibrary | 7/10 | 1 | 70.0% |
release-zh-002-ansible-ansible |
ansible/ansible | 4/10 | 1 | 40.0% |
release-zh-003-ansible-ansible |
ansible/ansible | 4/10 | 3 | 40.0% |
release-zh-007-flipt-io-flipt |
flipt-io/flipt | 4/10 | 1 | 40.0% |
release-zh-010-future-architect-vuls |
future-architect/vuls | 4/10 | 3 | 40.0% |
release-zh-018-qutebrowser-qutebrowser |
qutebrowser/qutebrowser | 0/9 | 0 | 0.0% |
release-zh-017-navidrome-navidrome |
navidrome/navidrome | 0/5 | 0 | 0.0% |
release-zh-006-flipt-io-flipt |
flipt-io/flipt | 1/10 | 1 | 10.0% |
release-zh-005-flipt-io-flipt |
flipt-io/flipt | 2/10 | 0 | 20.0% |
MiniMax M2.5 highspeed 是一个排名 #14 附近的探索型但波动较大结果。它的重点不只是 30.30 分，而是 46 道触达题和 22 道稳定题之间的差距。
最接近的同系参照是排名 #6 的 MiniMax M3。和它相比，这一行最终分低 3.61 分，触达题少 10 个，稳定题少 3 个。
这个结果最容易读成三点形状：数量在Open Library · release 013，7/10（70.0%），效率在vuls 漏洞扫描器 · release 012，3/4（75.0%），阻力在qutebrowser 浏览器 · release 018，0/9（0.0%）。因为 agent shell 是 OpenCode，这个结果更直接暴露底层模型的规划习惯，而不是强工作流包装后的表现。
对这一行来说，suite 柱更像对比工具。Open Library · release 013，7/10（70.0%）和qutebrowser 浏览器 · release 018，0/9（0.0%）之间的距离，就是模型的实用边界。
这些案例让中段模型画像更具体：Solr updaters 中 update_key 返回类型不一致 是上限，在 add_book 中通过移除 override 来统一验证，唯一例外是 promise items 是失败面，这页应该在两者之间读。
复核从 MiniMax M2.5 highspeed 中剔除了 17 次成功，但仍保留 83% 的成功集合，因此即便个别胜利有争议，suite 形状仍然有参考价值。
The available audit keeps 85 of 102 initial solved attempts. Read this as a robustness check, especially when the audit sample is smaller than 453 attempts.当前可用复核保留了 102 次初始成功中的 85 次。这更适合作为稳健性检查，特别是在复核样本小于 453 次尝试时。
实际选择时，更应该通过Open Library · release 013，7/10（70.0%）和qutebrowser 浏览器 · release 018，0/9（0.0%）之间的落差来读它。这个落差比分数排名更可操作，因为它说明哪类代码库更容易得到连贯补丁。102/453 的单次尝试成功数只是背景；上面的文章重点是哪些部分足够可重复、值得当成能力看。
支撑这个判断的 suite 表
| Suite | Repo | 解出 | Pass^3 | 通过率 |
|---|---|---|---|---|
release-zh-012-future-architect-vuls |
future-architect/vuls | 3/4 | 3 | 75.0% |
release-zh-013-internetarchive-openlibrary |
internetarchive/openlibrary | 7/10 | 1 | 70.0% |
release-zh-002-ansible-ansible |
ansible/ansible | 4/10 | 1 | 40.0% |
release-zh-003-ansible-ansible |
ansible/ansible | 4/10 | 3 | 40.0% |
release-zh-007-flipt-io-flipt |
flipt-io/flipt | 4/10 | 1 | 40.0% |
release-zh-010-future-architect-vuls |
future-architect/vuls | 4/10 | 3 | 40.0% |
release-zh-018-qutebrowser-qutebrowser |
qutebrowser/qutebrowser | 0/9 | 0 | 0.0% |
release-zh-017-navidrome-navidrome |
navidrome/navidrome | 0/5 | 0 | 0.0% |
release-zh-006-flipt-io-flipt |
flipt-io/flipt | 1/10 | 1 | 10.0% |
release-zh-005-flipt-io-flipt |
flipt-io/flipt | 2/10 | 0 | 20.0% |