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      "quote": "afety margin.\n */\nexport function computeCompactionTriggerAt(input: {\n  modelId?: string;\n  contextWindow: number;\n  perTurnMaxTokens: number;\n  reserveTokens: number;\n  safetyMarginTokens: number;\n}): number {\n  if (\n    input.modelId === 'MiniMax-M3' &&\n    (input.contextWindow === 512_000 || input.contextWindow === 1_000_000)\n  ) {\n    return Math.floor(input.contextWindow * 0.9);\n  }\n  const perTurnMaxTokens =\n    Number.isFinite(input.perTurnMaxTokens) && input.perTurnMaxTokens > 0\n      ? input.perTurnMaxTokens\n      : 0;\n  const reserve = Math.max(input.reserveTokens, perTurnMaxTokens + input.safetyMarginTokens);\n  return Math.max(1, input.contextWindow - reserve);\n}\n",
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      "quote": "EMULATION]`, `VLLM_ROCM_USE_AITER` off by default): the Qwen3.5-397B-A17B, Qwen3.8-2.4T-A95B, MiniMax-M3 and GLM-5.3 Quark MX-FP4 checkpoints run `OCP_MXQuantizationEmulationTritonExperts` on MI355X unless AITER is on. `QuarkW4A8MXFp4FP8._apply_emulation` and the",
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      "quote": "eagle3, dflash and dspark names alone; known-bad, a MiniMax-M3 config without num_mtp_modules is refused, and a model whose config declares no MTP layers has",
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      "report_intent": "incidental",
      "source": "github-search:minimax:commits",
      "source_label": "GitHub search · MiniMax · commits · use-agent-os/agent-os · @andreapn",
      "url": "https://github.com/use-agent-os/agent-os/commit/4c9ba83f609465703b30f3547ac526663ae88bb8",
      "quote": "whose target is no longer a shipped default (minimax-m3,",
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      "reference": "record:github-search:minimax:pulls:DennisLoska/skills:pull:13:minimax-m3",
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        "precision": "time",
        "value": "2026-11-10T15:30:55Z"
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      "source_label": "GitHub search · MiniMax · pulls · DennisLoska/skills · @DennisLoska",
      "url": "https://github.com/DennisLoska/skills/pull/13",
      "quote": "expensive OpenCode Go Pro models (`deepseek-v4-pro`, `kimi-k3.1-pro`, `mimo-v2.6-pro`, `minimax-m3`, `qwen3.8-max`).",
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      "reference": "record:github-search:minimax:pulls:Inferact/llm-multimodal:pull:4:minimax-m3",
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        "precision": "time",
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      "url": "https://github.com/Inferact/llm-multimodal/pull/4",
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      "url": "https://github.com/NVIDIA/TensorRT-LLM/pull/20848",
      "quote": "- Ran the MiniMax-M3 MSA unit tests (`tests/unittest/_torch/attention/sparse/msa/`, `tests/unittest/_torch/models/test_minimax_m3.py`, `tests/unittest/disaggregated/test_minimax_m3_kv_transfer.py`) on SM120 and GB300 on the merged head.",
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      "kind": "editorial_mention",
      "at": "2026-11-15T15:42:52.059Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-08T00:43:51Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · NVIDIA/TensorRT-LLM · @yijingl-nvidia",
      "url": "https://github.com/NVIDIA/TensorRT-LLM/pull/21869",
      "quote": "MiniMax-M3 VL read the image grid back to the host in each vision layer (about 33 syncs per image). It now reads it once per",
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    },
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      "reference": "record:github-search:minimax:pulls:NousResearch/hermes-agent:pull:152431:minimax-m3",
      "kind": "editorial_mention",
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      "event_at": {
        "precision": "time",
        "value": "2026-11-10T04:41:42Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @mecworks",
      "url": "https://github.com/NousResearch/hermes-agent/pull/152431",
      "quote": "hand-added. On top of that, `_MINIMAX_MODELS` ended at `MiniMax-M3`.",
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    },
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      "reference": "record:github-search:minimax:pulls:Pb314314/vllm:pull:21:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:42:52.059Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-07T22:11:10Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · Pb314314/vllm · @Pb314314",
      "url": "https://github.com/Pb314314/vllm/pull/21",
      "quote": "them for DFlash and for the Qwen3, Gemma4, MiniMax-M3 and Muse Spark DSpark drafts, but not for the DeepSeek-V4.1 DSpark draft, which keeps all of",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:ROCm/ATOM:pull:2582:minimax-m3",
      "kind": "editorial_mention",
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      "event_at": {
        "precision": "time",
        "value": "2026-10-14T23:22:56Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · ROCm/ATOM · @rbrugaro-amd",
      "url": "https://github.com/ROCm/ATOM/pull/2582",
      "quote": "`DSparkMarkovHead.sample_block` in `dspark_draft.py`, Kimi-K3's loop; V4, V4.1 and MiniMax-M3 keep their own, as their confidence head reads each position's W1[x], which the sampled op does",
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    },
    {
      "reference": "record:github-search:minimax:pulls:ROCm/aiter:pull:7053:minimax-m3",
      "kind": "editorial_mention",
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      "event_at": {
        "precision": "time",
        "value": "2026-10-28T00:49:16Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · ROCm/aiter · @AndreasKaratzas",
      "url": "https://github.com/ROCm/aiter/pull/7053",
      "quote": "M 6-8 and gate_up at M 33-128, and MiniMax-M3 qkv at TP4/TP8 for most M from 6-9 to 128. In gsm8k serving of Qwen3-8B at",
      "co_mentions": []
    },
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      "reference": "record:github-search:minimax:pulls:Scoheart/arca:pull:294:minimax-m3",
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      "event_at": {
        "precision": "time",
        "value": "2026-11-10T17:43:08Z"
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · Scoheart/arca · @Scoheart",
      "url": "https://github.com/Scoheart/arca/pull/294",
      "quote": null,
      "co_mentions": []
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      "reference": "record:github-search:minimax:pulls:a-mansari/tarik:pull:209:minimax-m3",
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      "event_at": {
        "precision": "time",
        "value": "2026-11-10T16:13:30Z"
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · a-mansari/tarik · @a-mansari",
      "url": "https://github.com/a-mansari/tarik/pull/209",
      "quote": "1. No per-LLM price: only MiniMax-M3 is priced, so extras show tokens, not cost.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:ashhart/TensorFold:pull:1749:minimax-m3",
      "kind": "editorial_mention",
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      "event_at": {
        "precision": "time",
        "value": "2026-10-31T13:34:15Z"
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · ashhart/TensorFold · @ashhart",
      "url": "https://github.com/ashhart/TensorFold/pull/1749",
      "quote": "every registered CUDA launch's image, and #1388 registered MiniMax-M3 launches against `minimax_m3` and `minimax_m3_attn`, which the test's lookup in `zig/tests/cuda/contract_limits.zig` did not know.",
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    },
    {
      "reference": "record:github-search:minimax:pulls:batipang/CC8:pull:493:minimax-m3",
      "kind": "editorial_mention",
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      "event_at": {
        "precision": "time",
        "value": "2026-11-10T16:33:31Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · batipang/CC8 · @batipang",
      "url": "https://github.com/batipang/CC8/pull/493",
      "quote": "Java 格式、mypy 27 个根模块通过；Android release 编译及 lint 通过，使用原签名。固定访客文字 MiniMax-M3 API 实调成功，没有发送主人历史或调用设备资源。",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:can1357/oh-my-pi:pull:18101:minimax-m3",
      "kind": "editorial_mention",
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      "event_at": {
        "precision": "time",
        "value": "2026-11-04T14:03:48Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · can1357/oh-my-pi · @mikucat0309",
      "url": "https://github.com/can1357/oh-my-pi/pull/18101",
      "quote": "| `opencode-go/minimax-m3` (Anthropic Messages) | `/inference/go/anthropic/v1/messages` | `ENDPOINT_OK` |",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:dzianisv/hermes-agent:pull:40:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:42:52.059Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T20:24:18Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · dzianisv/hermes-agent · @dzianisv",
      "url": "https://github.com/dzianisv/hermes-agent/pull/40",
      "quote": "Similar models: `minimax/minimax-m3.1-flash`, `minimax/minimax-m3`, `minimax/minimax-m2.7`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:jsavoy93/trading-bot:pull:141:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:42:52.059Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T15:05:32Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · jsavoy93/trading-bot · @jsavoy93",
      "url": "https://github.com/jsavoy93/trading-bot/pull/141",
      "quote": "- the dispatch examples' model changed from MiniMax-M3 to gpt-5.6-sol;",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:leehack/llamadart:pull:1910:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:42:52.059Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T19:11:06Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · leehack/llamadart · @leehack",
      "url": "https://github.com/leehack/llamadart/pull/1910",
      "quote": "- **Affected-family real-model/artifact evidence:** MiniMax M3 weights unavailable; primary upstream emissions from the llama.cpp `cd959bae9` probe on the vendored template plus durable fixtures",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:nexu-io/open-design:pull:8196:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:42:52.059Z",
      "event_at": {
        "precision": "time",
        "value": "2026-09-16T09:11:48Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · nexu-io/open-design · @orionp13",
      "url": "https://github.com/nexu-io/open-design/pull/8196",
      "quote": "…\\|bedrock` | `200` — live catalogue (kimi-k3, glm-5.3, minimax-m3, deepseek-v4-flash, …) |",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:smg-project/smg:pull:5243:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:42:52.059Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-06T11:28:18Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · smg-project/smg · @hello-alexmcc",
      "url": "https://github.com/smg-project/smg/pull/5243",
      "quote": "| MiniMax-M3: preprocess stage median, jpeg-1080p | 6.54 ms (6.51-6.82) | 4.50 ms (-31 %) | `examples/mm_baseline`, release, parent and head built with one cargo",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:vllm-project/vllm:pull:65217:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:42:52.059Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-02T19:14:57Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · vllm-project/vllm · @zixi-qi",
      "url": "https://github.com/vllm-project/vllm/pull/65217",
      "quote": "LiLiCorr and Ripple DFlash2 use its list; Gemma4, MiniMax-M3 and Muse Spark DSpark have their own. Other draft models keep every weight.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:vllm-project/vllm:pull:66370:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:42:52.059Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-08T08:01:24Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · vllm-project/vllm · @AndreasKaratzas",
      "url": "https://github.com/vllm-project/vllm/pull/66370",
      "quote": "at capture, and the addresses do not change. MiniMax-M3 AMD binds capacity views and checks staleness by `data_ptr`. The DSv4/DSv4.1 and Muse Spark AMD mono",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:commits:Lore-Hex/quill-router:commit:859c8e8d58f06953e59453bcb53e0b74cae8f697:minimax-m3",
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      "at": "2026-11-15T15:44:54.280Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-12T09:29:40Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:commits",
      "source_label": "GitHub search · MiniMax · commits · Lore-Hex/quill-router · @unknown",
      "url": "https://github.com/Lore-Hex/quill-router/commit/859c8e8d58f06953e59453bcb53e0b74cae8f697",
      "quote": "model id(s) OR does not list: ['deepseek/deepseek-v4p1-flash', 'deepseek/deepseek-v4p1-flash-1017', 'minimax/minimax-m3', 'moonshotai/kimi-k3-fast', 'nvidia/nemotron-3-ultra-550b-a55b'] (+3 more)",
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    },
    {
      "reference": "record:github-search:minimax:pulls:Eco-Sphere/kv-cache-calculator:pull:14:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:58:07.252Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-05T03:56:15Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · Eco-Sphere/kv-cache-calculator · @Gongdayao",
      "url": "https://github.com/Eco-Sphere/kv-cache-calculator/pull/14",
      "quote": "a hard cap for every model (previously only minimax-m3 dropped it), include the indexer row in the per-device breakdown, and strip \"sequences\" from it",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:EvolvingLMMs-Lab/lmms-eval:pull:1628:minimax-m3",
      "kind": "editorial_mention",
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      "event_at": {
        "precision": "time",
        "value": "2026-11-03T03:30:47Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · EvolvingLMMs-Lab/lmms-eval · @Luodian",
      "url": "https://github.com/EvolvingLMMs-Lab/lmms-eval/pull/1628",
      "quote": "--model_args model=minimax-m3,base_url=http://127.0.0.1:8710/v1,api_key=EMPTY,pass_video_url=True,num_concurrent=4,video_target_frames=32 \\",
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    },
    {
      "reference": "record:github-search:minimax:pulls:MandalorianBatman/austere-axi:pull:10:minimax-m3",
      "kind": "editorial_mention",
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      "event_at": {
        "precision": "time",
        "value": "2026-11-06T08:01:38Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · MandalorianBatman/austere-axi · @MandalorianBatman",
      "url": "https://github.com/MandalorianBatman/austere-axi/pull/10",
      "quote": "MINIMAX_API_KEY=… npm run bench # models: minimax-m3 (API) + claude-sonnet (claude CLI login)",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:NVIDIA/TensorRT-LLM:pull:21712:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:58:07.252Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-05T08:34:02Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · NVIDIA/TensorRT-LLM · @WeiHaocheng",
      "url": "https://github.com/NVIDIA/TensorRT-LLM/pull/21712",
      "quote": "- `test_minimax_m3_requires_explicit_opt_in` → `test_minimax_m3_is_claimed_in_every_serving_role`: MiniMax-M3 is now claimed under the default mode too.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:QuantumNous/new-api:pull:8281:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:58:07.252Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T09:11:39Z"
      },
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · QuantumNous/new-api · @anhaohighness",
      "url": "https://github.com/QuantumNous/new-api/pull/8281",
      "quote": "- Applicable types: relay；`POST /v1/chat/completions`，OpenAI 兼容渠道，原报告模型 `MiniMax-M3`，OpenAI → OpenAI、流式、非透传。本次使用本地合成响应；frontend / deployment 不适用，usage 仅核对返回统计。",
      "co_mentions": []
    },
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      "quote": "main is rejected as predating #5809. On gfx1250, MiniMax-M3 has no gluon fallback and fails model startup.",
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      "quote": "- in a MiniMax-M3 TP4 server trace the `direct_copy float` after the dense varlen FMHA is gone; it was about 3 us per call plus",
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        "precision": "time",
        "value": "2026-10-20T05:33:02Z"
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      "source": "github-search:minimax:pulls",
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      "quote": "currently offer M3 and legacy M2 variants. Suggest `MiniMax-M3.1-Flash` first and `MiniMax-M3` second for both native regions, while keeping saved models and explicit legacy/custom IDs",
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    },
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      "kind": "editorial_mention",
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      "event_at": {
        "precision": "time",
        "value": "2026-11-10T13:41:04Z"
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · enkryptai/helm-charts · @vvemulapalli11",
      "url": "https://github.com/enkryptai/helm-charts/pull/174",
      "quote": "LiteLLM then drops `tools`, `tool_choice` and `response_format` from MiniMax-M3 requests. gemma's request parameters do not change. Enkrypt confirmed that on-prem red team will route to",
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    },
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      "kind": "editorial_mention",
      "at": "2026-11-15T15:58:07.252Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T12:40:51Z"
      },
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · gudlyf/blynky · @gudlyf",
      "url": "https://github.com/gudlyf/blynky/pull/32",
      "quote": "The default `OLLAMA_MODEL` was `minimax-m3:cloud`. Ollama's docs say `:cloud` models run on Ollama's servers, so an install that left `OLLAMA_MODEL` at its default sent every",
      "co_mentions": []
    },
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      "reference": "record:github-search:minimax:pulls:jundot/omlx:pull:5083:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:58:07.252Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-05T06:21:30Z"
      },
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · jundot/omlx · @jundot",
      "url": "https://github.com/jundot/omlx/pull/5083",
      "quote": null,
      "co_mentions": []
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      "reference": "record:github-search:minimax:pulls:leehack/llamadart:pull:1894:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:58:07.252Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T05:16:43Z"
      },
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · leehack/llamadart · @leehack",
      "url": "https://github.com/leehack/llamadart/pull/1894",
      "quote": null,
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      "kind": "editorial_mention",
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      "event_at": {
        "precision": "time",
        "value": "2026-11-09T19:33:39Z"
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      "source": "github-search:minimax:pulls",
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      "quote": "> Model `MiniMax-M3` on `router.ai.developerz.ai` via `native`, funded by `account_key`",
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    },
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      "event_at": {
        "precision": "time",
        "value": "2026-11-06T02:05:13Z"
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      "quote": "dict reached only the templates that read it (MiniMax-M3). Now the request normalizer also reads it for every model:",
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      "kind": "editorial_mention",
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        "precision": "time",
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      "quote": "Reason: Add MiniMax-M3.1-Flash as the first direct MiniMax text suggestion, followed by MiniMax-M3, while preserving explicit legacy/custom model IDs and existing non-MiniMax bindings.",
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    },
    {
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        "precision": "time",
        "value": "2026-10-12T10:14:53Z"
      },
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      "url": "https://github.com/vllm-project/vllm-ascend/pull/18428",
      "quote": "[Refactor][Model] Use CANN GBSA for MiniMax-M3 sparse attention",
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    },
    {
      "reference": "record:github-search:minimax:pulls:vllm-project/vllm-ascend:pull:21460:minimax-m3",
      "kind": "editorial_mention",
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      "event_at": {
        "precision": "time",
        "value": "2026-11-10T10:04:53Z"
      },
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · vllm-project/vllm-ascend · @ella1107",
      "url": "https://github.com/vllm-project/vllm-ascend/pull/21460",
      "quote": "DeepSeek V3/R1, Qwen3 series, GLM-5 series, Gemma4, Kimi-K2/K3, MiniMax-M3, and others, ensuring the localized documentation is up-to-date with the latest supported models.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:vllm-project/vllm-gaudi:pull:1965:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:58:07.252Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T15:30:24Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · vllm-project/vllm-gaudi · @pawel-olejniczak",
      "url": "https://github.com/vllm-project/vllm-gaudi/pull/1965",
      "quote": "to import, and so does model-registry inspection of MiniMax-M3. Past the import, the model fails to build on `vision_config` and `rope_theta`.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:vllm-project/vllm:pull:65311:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T15:58:07.252Z",
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        "precision": "time",
        "value": "2026-11-03T05:49:32Z"
      },
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · vllm-project/vllm · @vorapolsiloai",
      "url": "https://github.com/vllm-project/vllm/pull/65311",
      "quote": "idle. This adds an opt-in sequence-parallel path for MiniMax-M3's vision encoder for single-image batches: the image's patch rows are split across the TP ranks (`VLLM_MINIMAX_M3_VIT_SP`,",
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      "kind": "editorial_mention",
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        "precision": "time",
        "value": "2026-11-09T09:07:09Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · vllm-project/vllm · @tomasruizt",
      "url": "https://github.com/vllm-project/vllm/pull/66521",
      "quote": "Gemma 4, Muse Spark). With top-p only (GLM-5.3, MiniMax-M3, Mistral Large 4, Nemotron 3.5), real verify rows are TBD faster on B300. Models without top-k/top-p",
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    },
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        "precision": "time",
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      "source_label": "GitHub search · MiniMax · commits · Lore-Hex/quill-router · @unknown",
      "url": "https://github.com/Lore-Hex/quill-router/commit/d8247ccdde55069887af433da8b6d0caa2f32989",
      "quote": "model id(s) OR does not list: ['deepseek/deepseek-v4p1-flash', 'deepseek/deepseek-v4p1-flash-1017', 'minimax/minimax-m3', 'moonshotai/kimi-k3-fast', 'nvidia/nemotron-3-ultra-550b-a55b'] (+3 more)",
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      },
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      "source_label": "GitHub search · MiniMax · commits · vllm-project/vllm-ascend · @FORFuture37",
      "url": "https://github.com/vllm-project/vllm-ascend/commit/514a647be60f6044bb542f7be2529619559b1a15",
      "quote": "- Served model `minimax-m3` from `/mnt/share/weight/MiniMax-M3-MXFP8`.",
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    },
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        "value": "2026-11-12T06:04:26Z"
      },
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      "source": "github-search:minimax:commits",
      "source_label": "GitHub search · MiniMax · commits · vllm-project/vllm-ascend · @dianWang325",
      "url": "https://github.com/vllm-project/vllm-ascend/commit/8767c6c401e60e1f9c8dc00b8821955192ce5737",
      "quote": "**MiniMax-M3 affected-model follow-up (A3):** W8A8, TP8/PP2/DP1 with EP,",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:LMCache/LMCache:pull:6027:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-10-24T13:42:15Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · LMCache/LMCache · @rebel-jinhwan",
      "url": "https://github.com/LMCache/LMCache/pull/6027",
      "quote": "the drafter's KV, and a stage holding only MiniMax-M3's dense layers has no sparse-attention indexer cache.",
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    },
    {
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      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-10-21T02:23:08Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · Plocr/dsh-commandcode · @Mou7s",
      "url": "https://github.com/Plocr/dsh-commandcode/pull/1",
      "quote": "exist. `deepseek/deepseek-v4-pro` is really `off/high/max`, `zai-org/GLM-5.2` is `high/max`, `MiniMaxAI/MiniMax-M3` is `low/medium/high`, and models such as `moonshotai/Kimi-K2.7-Code` have no effort control at all.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/nexus-engine:pull:35:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T04:55:31Z"
      },
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/nexus-engine · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/nexus-engine/pull/35",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/nexus-engine:pull:36:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T05:18:50Z"
      },
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/nexus-engine · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/nexus-engine/pull/36",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/nexus-engine:pull:37:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T05:43:30Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/nexus-engine · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/nexus-engine/pull/37",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/nexus-engine:pull:40:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T07:19:54Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/nexus-engine · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/nexus-engine/pull/40",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:dimagi/open-chat-studio:pull:4989:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T04:17:08Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · dimagi/open-chat-studio · @claude[bot]",
      "url": "https://github.com/dimagi/open-chat-studio/pull/4989",
      "quote": null,
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    },
    {
      "reference": "record:github-search:minimax:pulls:flytiger-eco/sglang-for-sail:pull:256:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T09:44:48Z"
      },
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · flytiger-eco/sglang-for-sail · @plusbang",
      "url": "https://github.com/flytiger-eco/sglang-for-sail/pull/256",
      "quote": "- b235b60d1d feat(minimax-m3): support PPU CUDA SAIL MSA attention via plugin hooks",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:lamtuanvu/pacer:pull:833:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T20:50:02Z"
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · lamtuanvu/pacer · @lamtuanvu",
      "url": "https://github.com/lamtuanvu/pacer/pull/833",
      "quote": "\"Model offered\" for a dead default (\"…; try opencode-go/minimax-m3\") and skips the test task.",
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    },
    {
      "reference": "record:github-search:minimax:pulls:sebyx07/ruby2html:pull:25:minimax-m3",
      "kind": "editorial_mention",
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      "source_label": "GitHub search · MiniMax · pulls · sebyx07/ruby2html · @developerz-ai[bot]",
      "url": "https://github.com/sebyx07/ruby2html/pull/25",
      "quote": "> Model `MiniMax-M3` on `router.ai.developerz.ai` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:sergiodelgadotech/kotlin-saas-template:pull:181:minimax-m3",
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · sergiodelgadotech/kotlin-saas-template · @renovate[bot]",
      "url": "https://github.com/sergiodelgadotech/kotlin-saas-template/pull/181",
      "quote": "integrations with one-click Google and Microsoft OAuth login, **MiniMax-M3 & MiniMax-M3.1-Flash** multimodal LLM serving with DSpark speculative decoding and 8-GPU / multi-node execution, **Qwen3.8-27B-FP8** single-A100",
      "co_mentions": []
    },
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      "reference": "record:github-search:minimax:pulls:sgl-project/sglang:pull:46944:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-10-28T05:19:10Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · sgl-project/sglang · @michaelzhang-ai",
      "url": "https://github.com/sgl-project/sglang/pull/46944",
      "quote": "graphs, the aiter FP8 GEMM backend, and the minimax-m3 parsers. GSM8K runs through sgl-eval on the full split (1319 questions, 8192 max tokens, temperature 1.0,",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:vercel-labs/fx:pull:1658:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-05T07:43:08Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · vercel-labs/fx · @fazxes",
      "url": "https://github.com/vercel-labs/fx/pull/1658",
      "quote": null,
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:xorbitsai/inference:pull:6051:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:13:16.406Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T18:13:46Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · xorbitsai/inference · @David-Wu1119",
      "url": "https://github.com/xorbitsai/inference/pull/6051",
      "quote": "fix(llm): parse MiniMax-M3 tool calls in the namespaced format",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:commits:IHUI-INF-AI/IHUI-AI:commit:f2fa36983ffc765c285553755f814b73bd9ddc37:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:16:10.409Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-12T01:46:52Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:commits",
      "source_label": "GitHub search · MiniMax · commits · IHUI-INF-AI/IHUI-AI · @unknown",
      "url": "https://github.com/IHUI-INF-AI/IHUI-AI/commit/f2fa36983ffc765c285553755f814b73bd9ddc37",
      "quote": "实测 hy4-preview-x / minimax-m3 / hunyuan-2.0-thinking 三个模型,上游回",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:commits:Lore-Hex/quill-router:commit:6e6cc9a0ac0f774cdd83713031afc1c1d444c688:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:16:10.409Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-12T03:15:36Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:commits",
      "source_label": "GitHub search · MiniMax · commits · Lore-Hex/quill-router · @unknown",
      "url": "https://github.com/Lore-Hex/quill-router/commit/6e6cc9a0ac0f774cdd83713031afc1c1d444c688",
      "quote": "model id(s) OR does not list: ['deepseek/deepseek-v4p1-flash', 'deepseek/deepseek-v4p1-flash-1017', 'minimax/minimax-m3', 'moonshotai/kimi-k3-fast', 'nvidia/nemotron-3-ultra-550b-a55b'] (+3 more)",
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    },
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      "reference": "record:github-search:minimax:commits:Lore-Hex/quill-router:commit:a172d71984aaafda89af8184b1191975c9352b5c:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:16:10.409Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-12T04:15:51Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:commits",
      "source_label": "GitHub search · MiniMax · commits · Lore-Hex/quill-router · @unknown",
      "url": "https://github.com/Lore-Hex/quill-router/commit/a172d71984aaafda89af8184b1191975c9352b5c",
      "quote": "model id(s) OR does not list: ['deepseek/deepseek-v4p1-flash', 'deepseek/deepseek-v4p1-flash-1017', 'minimax/minimax-m3', 'moonshotai/kimi-k3-fast', 'nvidia/nemotron-3-ultra-550b-a55b'] (+3 more)",
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        "precision": "time",
        "value": "2026-11-12T02:05:53Z"
      },
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      "source": "github-search:minimax:commits",
      "source_label": "GitHub search · MiniMax · commits · Lore-Hex/quill-router · @unknown",
      "url": "https://github.com/Lore-Hex/quill-router/commit/e71210da62fdf0044b0b5ad16dd7fb703c26ca3e",
      "quote": "model id(s) OR does not list: ['deepseek/deepseek-v4p1-flash', 'deepseek/deepseek-v4p1-flash-1017', 'minimax/minimax-m3', 'moonshotai/kimi-k3-fast', 'nvidia/nemotron-3-ultra-550b-a55b'] (+3 more)",
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    },
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      "kind": "editorial_mention",
      "at": "2026-11-15T16:16:10.409Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-12T05:01:38Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:commits",
      "source_label": "GitHub search · MiniMax · commits · evorule/evo-agent · @EvoRuleLab",
      "url": "https://github.com/evorule/evo-agent/commit/9f31f3cd5fd1348283c61efcae54f1f02ed2465b",
      "quote": "definition's model (the toml default, MiniMax-M3) - the selector",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:AMD-AGI/Primus:pull:1418:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T12:31:19Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · AMD-AGI/Primus · @lhzhang333",
      "url": "https://github.com/AMD-AGI/Primus/pull/1418",
      "quote": "with Primus-Turbo `dev/mi455x_v4` 126a485b (AMD-AGI/Primus-Turbo#632's head). The DeepSeek-V3, MiniMax-M3 and Llama-3.1-8B examples default to it and no longer need `TURBO_DIR`; READMEs updated. GPT-OSS stays on",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:FelipeGazapina/pinned:pull:108:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
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        "precision": "time",
        "value": "2026-11-09T21:32:12Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · FelipeGazapina/pinned · @FelipeGazapina",
      "url": "https://github.com/FelipeGazapina/pinned/pull/108",
      "quote": "with the costly words first. `opus-fast` is high; `minimax-m3` is mid (it read as `mini`). Test: `delegate::tests::a_costly_word_in_a_model_id_outranks_a_cheap_one`.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:Kotlin/kotlin-jupyter-libraries:pull:774:minimax-m3",
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        "precision": "time",
        "value": "2026-10-12T11:12:36Z"
      },
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · Kotlin/kotlin-jupyter-libraries · @renovate[bot]",
      "url": "https://github.com/Kotlin/kotlin-jupyter-libraries/pull/774",
      "quote": "integrations with one-click Google and Microsoft OAuth login, **MiniMax-M3 & MiniMax-M3.1-Flash** multimodal LLM serving with DSpark speculative decoding and 8-GPU / multi-node execution, **Qwen3.8-27B-FP8** single-A100",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:NVIDIA/TensorRT-LLM:pull:20629:minimax-m3",
      "kind": "editorial_family_context",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-10-19T21:16:47Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · NVIDIA/TensorRT-LLM · @peihu-nv",
      "url": "https://github.com/NVIDIA/TensorRT-LLM/pull/20629",
      "quote": "This PR speeds up the MiniMax-M3 NVFP4 context (prefill) worker on Rubin (sm_107). Changes are on by default and engage on sm_107 only; each change",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:OpenOSINT/OpenOSINT:pull:40:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-31T10:57:23Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · OpenOSINT/OpenOSINT · @octo-patch",
      "url": "https://github.com/OpenOSINT/OpenOSINT/pull/40",
      "quote": "MiniMax configuration. This adds global/CN MiniMax selection with MiniMax-M3.1-Flash as the default and MiniMax-M3 as the other recommended text model, while preserving explicit custom and",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:ai-dynamo/dynamo:pull:17027:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-10-21T16:52:26Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · ai-dynamo/dynamo · @furionw",
      "url": "https://github.com/ai-dynamo/dynamo/pull/17027",
      "quote": "Known limitation: legacy MiniMax-M3 mixed reasoning/answer deltas still lack ordering metadata; the existing review thread remains open.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:anchapin/fluxion:pull:4651:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-10-28T15:29:55Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · anchapin/fluxion · @anchapin",
      "url": "https://github.com/anchapin/fluxion/pull/4651",
      "quote": "Worker: minimax/MiniMax-M3 (flagship), 60/60 steps, 4,288,895 tokens.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:arcships/zdr-monitor:pull:1166:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T02:36:52Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · arcships/zdr-monitor · @cunninghamcard-bit",
      "url": "https://github.com/arcships/zdr-monitor/pull/1166",
      "quote": null,
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:awesome-dsh-plugin/awesome-dsh-plugin:pull:12938:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-07T11:00:55Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · awesome-dsh-plugin/awesome-dsh-plugin · @Wahwayhale",
      "url": "https://github.com/awesome-dsh-plugin/awesome-dsh-plugin/pull/12938",
      "quote": "GLM-5.3-Flash / GLM-5.3 / DeepSeek-V4.1-Flash / DeepSeek-V4-Pro / MiniMax-M3.1-Flash / MiniMax-M3 / Kimi-K3.1-Pro / Kimi-K3), each carrying its credit-cost multiplier.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/ai-army:pull:100:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T20:13:20Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/ai-army · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/ai-army/pull/100",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/ai-gaming-agent-mcp:pull:27:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T19:22:56Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/ai-gaming-agent-mcp · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/ai-gaming-agent-mcp/pull/27",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/ai-gaming-agent-mcp:pull:29:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T20:41:07Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/ai-gaming-agent-mcp · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/ai-gaming-agent-mcp/pull/29",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/claude-task-master:pull:199:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T02:29:15Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/claude-task-master · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/claude-task-master/pull/199",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/claude-task-master:pull:201:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-10T02:48:47Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/claude-task-master · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/claude-task-master/pull/201",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/db-mcp-gateway:pull:277:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T21:07:59Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/db-mcp-gateway · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/db-mcp-gateway/pull/277",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/open-mmorpg:pull:115:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T23:34:25Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/open-mmorpg · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/open-mmorpg/pull/115",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:diegoami/malpaco:pull:474:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:29:02.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T22:36:14Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · diegoami/malpaco · @diegoami",
      "url": "https://github.com/diegoami/malpaco/pull/474",
      "quote": "links, and the fullscreen Help close-control fix. Owner-launched MiniMax-M3 thinking milestone review returned AGREE with no findings. The owner explicitly authorized publication for web and",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:gi-dellav/zerostack:pull:320:minimax-m3",
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      "quote": "- Default all four direct regional recipes to MiniMax-M3.1-Flash, retain MiniMax-M3 as the alternative, and document current prices and protocol-specific thinking/effort settings.",
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      "quote": "`DeepseekV32ForCausalLM`) onto `AutoWeightsLoader`, following the pattern of vllm-project/vllm#65904 (MiniMax-M3).",
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      "quote": "(9), MI355 (5) and GB200 (7); over a MiniMax-M3-only change it still keeps only the MiniMax-M3 eval.",
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      "quote": "- **`qwen3vl` / `qwen3vlmoe`, `muse-glimmer` and `minimax-m3` GGUF models with a fitting `*mmproj*.gguf` in their folder now build the vision tower.** `--text-model-only` keeps them text-only",
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      "url": "https://github.com/vllm-project/vllm/pull/65972",
      "quote": "have experts of 25-66M parameters (DeepSeek-V3/V4, Kimi-K2/K3, GLM-5, MiniMax-M3, Qwen3.8-2.4T), i.e. the GLM / M3 side.",
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      "quote": "`DeepseekV32ForCausalLM`) onto `AutoWeightsLoader`, following the pattern of #65904 (MiniMax-M3).",
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      "url": "https://github.com/Lore-Hex/quill-router/commit/1100b65a33c347e1f5b5c805f3859a510949eb5f",
      "quote": "model id(s) OR does not list: ['deepseek/deepseek-v4p1-flash', 'deepseek/deepseek-v4p1-flash-1017', 'minimax/minimax-m3', 'moonshotai/kimi-k3-fast', 'nvidia/nemotron-3-ultra-550b-a55b'] (+3 more)",
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      "quote": "- MiniMax-M3 on minimax and minimax-cn answers in at most 128000 tokens:",
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      "quote": "| MiniMax-M3 avg_m 512 default path | 4c74631 = dev/mi455x_v4 = untuned arm = this PR with a tuning argument | 18/18 |",
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      "url": "https://github.com/AtomFlow-AI/MoleCode/pull/3",
      "quote": "Reason: Complete regional MiniMax transport support and make MiniMax-M3.1-Flash the default while retaining MiniMax-M3 and explicit saved model choices.",
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    {
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      "url": "https://github.com/Jozkah/flint/pull/1410",
      "quote": "`web-app/src/constants/models.ts` listed MiniMax-M3 with `supportsImages: []` and had no MiniMax-M3.1-Flash, so Refresh / Add Model created M3 text-only.",
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      "url": "https://github.com/Levango7/MAOP/pull/263",
      "quote": "- 批 6：models.yaml 官网列表价补录（MiniMax-M3 / qwen3.5-plus / gpt-5.4，每条钉 source URL + fetched_at）；agnes-2.5-pro 存量无来源价按官网刊例对齐 0.00045/0.0009；S-6 长未计价型号名 Badge 被省略号挤出 → flex 布局隔离",
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        "value": "2026-11-09T02:44:35Z"
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      "source_label": "GitHub search · MiniMax · pulls · Lore-Hex/quill-cloud-proxy · @jperla",
      "url": "https://github.com/Lore-Hex/quill-cloud-proxy/pull/729",
      "quote": "| `adaptive` effort or `thinking.type=adaptive` | kept for MiniMax M3; otherwise dropped (adaptive thinking falls back to reasoning_effort, or to the model default) |",
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      "source_label": "GitHub search · MiniMax · pulls · NoFxAiOS/nofx · @octo-patch",
      "url": "https://github.com/NoFxAiOS/nofx/pull/1442",
      "quote": null,
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        "precision": "time",
        "value": "2026-10-19T05:38:53Z"
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @SaladDay",
      "url": "https://github.com/NousResearch/hermes-agent/pull/141412",
      "quote": "from the MiniMax team. This adds the new `MiniMax-M3.1-Flash` model to the `minimax`, `minimax-cn` and `minimax-oauth` model lists (ahead of `MiniMax-M3`, existing entries unchanged) so",
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        "value": "2026-11-06T20:26:03Z"
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @PietjePuh",
      "url": "https://github.com/NousResearch/hermes-agent/pull/150270",
      "quote": "- MiniMax-M3: `<|channel>thought\\n…reasoning…<channel|>` (a tokenizer variant `<|channel|>thought` also occurs)",
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    },
    {
      "reference": "record:github-search:minimax:pulls:NousResearch/hermes-agent:pull:151922:minimax-m3",
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        "precision": "time",
        "value": "2026-11-09T12:36:44Z"
      },
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @teknium1",
      "url": "https://github.com/NousResearch/hermes-agent/pull/151922",
      "quote": "Before this change, MiniMax-M3's `<mm:think>` reasoning and the automatic \"Compression refused\" diagnostic both reached Telegram (and every other chat surface) as ordinary message text. Now",
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    {
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        "precision": "time",
        "value": "2026-06-01T15:47:02Z"
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @rsadler89",
      "url": "https://github.com/NousResearch/hermes-agent/pull/36873",
      "quote": "/model minimax-m3:cloud",
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    },
    {
      "reference": "record:github-search:minimax:pulls:ROCm/aiter:pull:6742:minimax-m3",
      "kind": "editorial_mention",
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        "precision": "time",
        "value": "2026-10-20T22:00:57Z"
      },
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      "source_label": "GitHub search · MiniMax · pulls · ROCm/aiter · @willhu-jpg",
      "url": "https://github.com/ROCm/aiter/pull/6742",
      "quote": "fused shared experts, stage-two reduce variants, and published GLM-5/MiniMax-M3 native recipes retargeted to this geometry. The recipe sweep includes newer stage-two layouts and fused FP8",
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    },
    {
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        "value": "2026-11-15T16:34:44Z"
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      "source_label": "GitHub search · MiniMax · pulls · Scoheart/arca · @Scoheart",
      "url": "https://github.com/Scoheart/arca/pull/314",
      "quote": "- Seeds: `MiniMax-M3`, `gemma-4-31B-it`, `gpt-oss-120b`. That was the entire public `GET /v1/models` body.",
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    },
    {
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        "value": "2026-11-07T08:22:39Z"
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · agentgateway/agentgateway · @github-actions[bot]",
      "url": "https://github.com/agentgateway/agentgateway/pull/4347",
      "quote": "json.providers.fireworks.models[\"accounts/fireworks/models/minimax-m3\"] = {};",
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    },
    {
      "reference": "record:github-search:minimax:pulls:archestra-ai/archestra:pull:9283:minimax-m3",
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      "event_at": {
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        "value": "2026-10-20T05:51:05Z"
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · archestra-ai/archestra · @octo-patch",
      "url": "https://github.com/archestra-ai/archestra/pull/9283",
      "quote": "selected M3 and older M2/highspeed models. This adds `MiniMax-M3.1-Flash` as the default and first recommendation, with `MiniMax-M3` retained as the other built-in choice.",
      "co_mentions": []
    },
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      "source_label": "GitHub search · MiniMax · pulls · blairq/genesis-vllm-patches · @dependabot[bot]",
      "url": "https://github.com/blairq/genesis-vllm-patches/pull/7",
      "quote": "XQA decode on SM12x (<a href=\"https://redirect.github.com/vllm-project/vllm/issues/60452\">#60452</a>), and on MiniMax-M3 sparse attention on SM100 (<a href=\"https://redirect.github.com/vllm-project/vllm/issues/59300\">#59300</a>); GLM-5.x defaults to an FP8 KV cache on SM100, halving",
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      "source_label": "GitHub search · MiniMax · pulls · charmbracelet/catwalk · @adityabatra072",
      "url": "https://github.com/charmbracelet/catwalk/pull/658",
      "quote": "GLM-5.3 (Fast) (`glm-5.3-fast`), Kimi K3 (`kimi-k3`), MiniMax M3 (`minimax-m3`), DeepSeek V4.1 Flash 1017 (`deepseek-v4.1-flash-1017`). Endpoint `https://inference.runanywhere.ai/v1`, key `$WALLY_API_KEY`, type `completions`.",
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        "value": "2026-10-19T20:25:57Z"
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      "source_label": "GitHub search · MiniMax · pulls · cheaper-inference/OmniRoute · @Adam-Dalloul",
      "url": "https://github.com/cheaper-inference/OmniRoute/pull/17209",
      "quote": "it stays text-only. That also keeps the LEDGER-4 minimax-m3 vision check green.",
      "co_mentions": []
    },
    {
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      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · cosmicstack-labs/mercury-agent · @cloudgpuapp",
      "url": "https://github.com/cosmicstack-labs/mercury-agent/pull/264",
      "quote": "`GET https://cloudgpu.app/v1/models` (2026-11-01): `deepseek-v4.1-flash`, `deepseek-v4-pro`, `kimi-k3`, `kimi-k2.7-code`, `glm-5.2`, `minimax-m3`, `qwen3-coder-480b`, `qwen3.5-397b`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/ai-army:pull:93:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T16:02:17Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/ai-army · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/ai-army/pull/93",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/fast_rspec:pull:27:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T16:14:35Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/fast_rspec · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/fast_rspec/pull/27",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/mini:pull:36:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T13:03:45Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/mini · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/mini/pull/36",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:developerz-ai/mini:pull:39:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T16:19:16Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · developerz-ai/mini · @developerz-ai[bot]",
      "url": "https://github.com/developerz-ai/mini/pull/39",
      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:diegoami/borg-reborn-rs:pull:66:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T16:11:51Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · diegoami/borg-reborn-rs · @diegoami",
      "url": "https://github.com/diegoami/borg-reborn-rs/pull/66",
      "quote": "- **Reviewer:** MiniMax-M3 (MiniMax), another model family, chosen through the quota service (rank 1).",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:diegoami/borg-reborn-rs:pull:69:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T16:42:53Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · diegoami/borg-reborn-rs · @diegoami",
      "url": "https://github.com/diegoami/borg-reborn-rs/pull/69",
      "quote": "of #66 had been started by the session (MiniMax-M3, through the quota service), and is the reason for this rule. Docs only.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:elcattivo66/home-ops:pull:5840:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T18:53:10Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · elcattivo66/home-ops · @elcattivo66",
      "url": "https://github.com/elcattivo66/home-ops/pull/5840",
      "quote": "LiteLLM routes `opencode-go/minimax-m3` as `anthropic/minimax-m3`. The Anthropic wire requires `max_tokens`, so LiteLLM injects its default **4096** when the client omits it. Hermes deliberately never sends",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:humumu130/cc-deck:pull:94:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T15:10:24Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · humumu130/cc-deck · @humumu130",
      "url": "https://github.com/humumu130/cc-deck/pull/94",
      "quote": "2. **G4 模型词表对齐 2.179.3 --help 实勘 17 键**：四幽灵键出列（glm-5.1/glm-5v-turbo/minimax-m3/**hy4-preview**——末者深测回执未列，本批 help 复勘多抓）+hy4free/hy4std 白名单误拒修复；漂移教训=CLI 升版动清单，custom: 前缀是逃生门",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:lightseekorg/tokenspeed:pull:3209:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T02:50:56Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · lightseekorg/tokenspeed · @nperrin-fr",
      "url": "https://github.com/lightseekorg/tokenspeed/pull/3209",
      "quote": "Kimi-K3 (with the DSPARK and DFlash drafter modules), MiniMax-M3, Muse Spark, Qwen3.5 and Qwen3.8-Flash-Next. So do the two per-commit Qwen3.5 PD and EPD unit tests",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:sebyx07/ruby2html:pull:20:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T08:52:26Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · sebyx07/ruby2html · @developerz-ai[bot]",
      "url": "https://github.com/sebyx07/ruby2html/pull/20",
      "quote": "> Model `MiniMax-M3` on `router.ai.developerz.ai` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:sebyx07/ruby2html:pull:21:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T09:09:12Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · sebyx07/ruby2html · @developerz-ai[bot]",
      "url": "https://github.com/sebyx07/ruby2html/pull/21",
      "quote": "> Model `MiniMax-M3` on `router.ai.developerz.ai` via `native`, funded by `account_key`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:sunholo-data/ailang-world:pull:523:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T01:03:54Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · sunholo-data/ailang-world · @sunholo-voight-kampff",
      "url": "https://github.com/sunholo-data/ailang-world/pull/523",
      "quote": "`pi:openrouter/minimax/minimax-m3` (different model, different provider).",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:tuan3w/qwen-warp:pull:11:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T13:24:24Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · tuan3w/qwen-warp · @dependabot[bot]",
      "url": "https://github.com/tuan3w/qwen-warp/pull/11",
      "quote": "XQA decode on SM12x (<a href=\"https://redirect.github.com/vllm-project/vllm/issues/60452\">#60452</a>), and on MiniMax-M3 sparse attention on SM100 (<a href=\"https://redirect.github.com/vllm-project/vllm/issues/59300\">#59300</a>); GLM-5.x defaults to an FP8 KV cache on SM100, halving",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:vllm-project/vllm:pull:64320:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-10-28T17:06:48Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · vllm-project/vllm · @gordan12",
      "url": "https://github.com/vllm-project/vllm/pull/64320",
      "quote": "centralized relay from #66177 (same opt-in as Qwen2, MiniMax-M3 and Qwen3-VL-MoE there); the Qwen3.5 counterpart is #61180.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:vllm-project/vllm:pull:66397:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:44:37.804Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-08T14:40:37Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · vllm-project/vllm · @AndreasKaratzas",
      "url": "https://github.com/vllm-project/vllm/pull/66397",
      "quote": "- **Other models:** MiniMax-M3 and Kimi-K3 use a similar `PeerBuffer` build-in-step pattern. They did not fail in CI and are out of scope here.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:commits:Lore-Hex/quill-router:commit:d1079a679808657f62d0cb68e900b1b999186a65:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:46:23.763Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-11T23:53:01Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:commits",
      "source_label": "GitHub search · MiniMax · commits · Lore-Hex/quill-router · @unknown",
      "url": "https://github.com/Lore-Hex/quill-router/commit/d1079a679808657f62d0cb68e900b1b999186a65",
      "quote": "model id(s) OR does not list: ['deepseek/deepseek-v4p1-flash', 'deepseek/deepseek-v4p1-flash-1017', 'minimax/minimax-m3', 'moonshotai/kimi-k3-fast', 'nvidia/nemotron-3-ultra-550b-a55b'] (+3 more)",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:commits:inference-sim/blis-vllm:commit:0019434826bc270d129ca37ce30cb9e6d76cc7c0:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:46:23.763Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-11T01:16:21Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:commits",
      "source_label": "GitHub search · MiniMax · commits · inference-sim/blis-vllm · @sriumcp",
      "url": "https://github.com/inference-sim/blis-vllm/commit/0019434826bc270d129ca37ce30cb9e6d76cc7c0",
      "quote": "--language-model-only (MiniMax-M3 and Kimi-K3 runs state it true) was refused first. The key",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:commits:vllm-project/speculators:commit:988ed16b1f91315942049da3093d88dba70c45d9:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T16:46:23.763Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-11T19:40:06Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:commits",
      "source_label": "GitHub search · MiniMax · commits · vllm-project/speculators · @wguo7",
      "url": "https://github.com/vllm-project/speculators/commit/988ed16b1f91315942049da3093d88dba70c45d9",
      "quote": "fix(models): use the Gemma-style final norm for MiniMax-M3 verifiers (#1360)",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:ROCm/ATOM:pull:2822:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T17:00:47.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-10-29T18:02:56Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · ROCm/ATOM · @demonsan",
      "url": "https://github.com/ROCm/ATOM/pull/2822",
      "quote": "for the neutral aiter `sp_qkv_fused` v1 op on MiniMax-M3 SP4 attention, gated at init time by `aiter.sp_qkv_covers(...)` over the deployment's local-M cell set, `status()[\"routed_ops\"]`, and",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:Tencent/WeKnora:pull:5312:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T17:00:47.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T08:51:35Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · Tencent/WeKnora · @henrikdukefoss",
      "url": "https://github.com/Tencent/WeKnora/pull/5312",
      "quote": "at models (`deepseek/deepseek-v4.1-flash`, `deepseek/deepseek-v4-pro`, `z-ai/glm-5.3`, `z-ai/glm-5.3-flash`, `qwen/qwen3.8-flash`, `moonshotai/kimi-k3`, `minimax/minimax-m3`, `anthropic/claude-sonnet-5.5`, `openai/gpt-6.1-terra`, `google/gemini-3.8-flash`). Ids, context windows and image input come from the public `GET https://api.stdcmpt.com/v1/models`. No",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:agentforce314/clawcodex:pull:980:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T17:00:47.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T08:37:51Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · agentforce314/clawcodex · @henrikdukefoss",
      "url": "https://github.com/agentforce314/clawcodex/pull/980",
      "quote": "StandardCompute`, suggested models (`StandardCompute`, `deepseek/deepseek-v4.1-flash`, `deepseek/deepseek-v4-pro`, `moonshotai/kimi-k3`, `z-ai/glm-5.3`, `minimax/minimax-m3`, `qwen/qwen3.7-plus`, `anthropic/claude-sonnet-5.5`), `STANDARDCOMPUTE_API_KEY`, aliases `standard-compute` / `standard_compute`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:assafelovic/gpt-researcher:pull:1924:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T17:00:47.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-16T07:14:53Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · assafelovic/gpt-researcher · @octo-patch",
      "url": "https://github.com/assafelovic/gpt-researcher/pull/1924",
      "quote": "- Recommend `MiniMax-M3.1-Flash` first and `MiniMax-M3` second. Default omitted MiniMax models to Flash while preserving saved IDs, custom IDs, and the SDK's `model_name` alias.",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:bacluc-agent/litellm:pull:10:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T17:00:47.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-07T11:43:22Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · bacluc-agent/litellm · @bacluc-agent",
      "url": "https://github.com/bacluc-agent/litellm/pull/10",
      "quote": "kimi-k2.7-code, longcat-2.0, step-5-preview, beam-free, mimo-v2.6-flash, mimo-v2.6-pro, mimo-v2.5, mimo-v2.5-pro, minimax-m3.1-flash, minimax-m3, qwen3.8-max, qwen3.8-flash, qwen3.7-plus, deepseek-v4.1-flash, deepseek-v4-pro, hy4-preview, hy3`",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:docker/docker-agent:pull:4829:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T17:00:47.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T06:24:12Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · docker/docker-agent · @github-actions[bot]",
      "url": "https://github.com/docker/docker-agent/pull/4829",
      "quote": null,
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:microsoft/Ontology-Playground:pull:158:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T17:00:47.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-10-20T12:25:25Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · microsoft/Ontology-Playground · @octo-patch",
      "url": "https://github.com/microsoft/Ontology-Playground/pull/158",
      "quote": "- Register an opt-in `minimax` adapter with `MiniMax-M3.1-Flash` as its default and `MiniMax-M3` as the other documented current model. Explicit server-side `MINIMAX_MODEL` overrides pass through",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:minimax:pulls:sgl-project/sglang:pull:36095:minimax-m3",
      "kind": "editorial_mention",
      "at": "2026-11-15T17:00:47.877Z",
      "event_at": {
        "precision": "time",
        "value": "2026-08-23T15:10:39Z"
      },
      "historical": true,
      "report_intent": "incidental",
      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · sgl-project/sglang · @shiyang814-cpu",
      "url": "https://github.com/sgl-project/sglang/pull/36095",
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      "quote": "(wrong outputs on models with large activations, e.g. MiniMax-M3: MMMU 0.27–0.30). The kernel fix is ROCm/aiter#7258 (approved); once vLLM's AITER pin includes it, this switch",
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      "quote": "treat it as the embedding dtype (`image_embeds.type(self.visual.dtype)`), and MiniMax-M3 already declares it. A new attribute would be a second declaration that could drift. The helper",
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      "quote": "Model Optimizer实战教程：如何将MiniMax-M3模型量化为NVFP4格式",
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      "quote": "gate on the local e2e stack (real OpenRouter minimax/minimax-m3, signed-in `claude-e2e`), thread \"CPU vs GPU\":",
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      "quote": "via tools/call + payloads, caps mapeadas do registry (minimax-m3→vision, GLM-5.2→tools+reasoning), audit blob migra uma vez sem dup.",
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      "quote": "turns now show the pay-as-you-go equivalent cost, with MiniMax-M3.1-Flash-Preview estimated at the MiniMax-M3 rate since it has no published price ([#&#8203;13695](https://redirect.github.com/can1357/oh-my-pi/pull/13695) by [@&#8203;eggpeat](https://redirect.github.com/eggpeat))",
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      "source_label": "GitHub search · MiniMax · pulls · anchapin/fluxion · @anchapin",
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      "quote": "Worker: MiniMax-M3 (flagship), 60/60 steps, ~4,301,954 in / ~84,200 out tokens.",
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      "source_label": "GitHub search · MiniMax · pulls · anchapin/planar-nexus · @anchapin",
      "url": "https://github.com/anchapin/planar-nexus/pull/2904",
      "quote": "Worker: flagship tier, minimax/MiniMax-M3, 60/60 steps, ~2.36M in / 38.4k out tokens. Third dispatch of #2903 under MA-Mesh failover (prior balanced runs: failed:bad-diff, failed:worker-error); this",
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      "url": "https://github.com/developerz-ai/nexus-engine/pull/25",
      "quote": "> Model `MiniMax-M3` on `router.ai.developerz.ai` via `native`, funded by `account_key`",
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    },
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      "url": "https://github.com/openagents-org/openagents/pull/812",
      "quote": "gateway model refresh can reintroduce retired choices. Recommend MiniMax-M3.1-Flash first and MiniMax-M3 next for direct access, while retaining explicitly saved model IDs.",
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      "quote": "Portable receipt checks and `git diff --check` passed. MiniMax-M3 scope audit returned PASS.",
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      "quote": "for gpt-5.6, 108 for the other six), and `website_demo/MiniMax-M3/tasks/001` (`2381fce2`: traj.jsonl, 501 PNG step screenshots, result files, eval/runtime logs, checkpoint results and API usage). Counted",
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      "quote": "Mean `sglang_bench_serve` on MI355X, SGLang TP4, MiniMax-M3 MXFP4, INT4 all-reduce. Change is pattern 3,4 relative to stride 3. Negative TTFT or TPOT is lower latency.",
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      "url": "https://github.com/smg-project/smg/pull/3471",
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      "url": "https://github.com/smg-project/smg/pull/3567",
      "quote": "| MiniMax-M3 (MiniMax) | chunked raw body, no `stream_options`, two `root` messages unmerged, client stream without a usage chunk; counter `streamed/pure_forward` | fixed-length body, `include_usage:",
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      "quote": "the OpenRouter model registry (`OPENROUTER_MODEL_TOOL_IMAGE_SUPPORT`). The dev menu's `minimax/minimax-m3` and `z-ai/glm-5.2` pins moved into it, and `DevModelOption.provider_pin` is gone.",
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      "quote": "keeps the computation in F32 (DeepSeek V4/V4.1 routers, MiniMax-M3 indexer), the request stays and gets a comment linking the reference line. Where it does not",
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      "quote": "about 3M tokens per review. Its review fallback, MiniMax-M3, is on the same plan, so it did nothing when the plan ran out (31 Oct,",
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      "url": "https://github.com/sgl-project/sglang/pull/46693",
      "quote": "--tp 4 --reasoning-parser minimax-m3 --tool-call-parser minimax-m3 --speculative-algorithm DSPARK",
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      "quote": "- MiniMax-M3 and M3-VL loaders: the llm-compressor expert remap and the MXFP8 `weight_scale` -> `weight_scale_inv` alias run only on HIP.",
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      "quote": "- `benchmarks/candidates/minimax.json` — MiniMax-M3 via https://api.minimax.io/v1 (route/model id from MiniMax's public API docs, read 2026-11-15). Live CLI run: **BLOCKED_NO_CREDENTIALS** (MINIMAX_API_KEY not provisioned), exit code 2.",
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      "quote": "back to the default latent-MoE path, as the MiniMax-M3 fused MoE finalize already does. Multi-GPU NVIDIA Confidential Computing is one setup without multicast.",
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      "url": "https://github.com/zendev-sh/goai/pull/210",
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      "url": "https://github.com/Huiyicc/ik_llama.cpp_glm_ocr/commit/4c1987cad2303ecbaa53b8a3a3dac6f7672bff0c",
      "quote": "SITU_GLU. A BF16 MiniMax-M3 GGUF aborts with the default -fug, and with",
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      "url": "https://github.com/Lore-Hex/quill-router/commit/89a338e30ad5c55a007657c3eef10e8ceb9153cf",
      "quote": "model id(s) OR does not list: ['deepseek/deepseek-v4p1-flash', 'deepseek/deepseek-v4p1-flash-1017', 'minimax/minimax-m3', 'moonshotai/kimi-k3-fast', 'nvidia/nemotron-3-ultra-550b-a55b'] (+3 more)",
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      "quote": "SITU_GLU. A BF16 MiniMax-M3 GGUF aborts with the default -fug, and with",
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      "quote": "SITU_GLU. A BF16 MiniMax-M3 GGUF aborts with the default -fug, and with",
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      "quote": "cannot capture `34 tok/s`. A model name like `Openrouter/minimax/minimax-m3` is expected to contain slashes.",
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      "source_label": "GitHub search · MiniMax · pulls · MayankBansal12/wavmo-playground · @MayankBansal12",
      "url": "https://github.com/MayankBansal12/wavmo-playground/pull/27",
      "quote": "model settings with one `OPENCODE_MODEL` setting, defaulting to `minimax-m3`. Planning, writing, editing, reviewing, and improving all use the configured model; planner-generated model names cannot override",
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      "reference": "record:github-search:minimax:pulls:NousResearch/hermes-agent:pull:150180:minimax-m3",
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      "source_label": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @am423",
      "url": "https://github.com/NousResearch/hermes-agent/pull/150180",
      "quote": "- **`hermes_cli/models_catalog_static.py`**: adds `MiniMax-M3.1-Flash` to the curated floor. `MiniMax-M3` stays at `[0]`: `get_default_model_for_provider` returns `models[0]`, so a newer flagship must not silently take the non-interactive",
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      "kind": "editorial_mention",
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      "event_at": {
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        "value": "2026-07-19T15:43:53Z"
      },
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · Significant-Gravitas/AutoGPT · @octo-patch",
      "url": "https://github.com/Significant-Gravitas/AutoGPT/pull/13619",
      "quote": "and its existing Chat Completions route, and add MiniMax-M3.1-Flash and MiniMax-M3 to the text model catalog. Flash has the documented 1,000,000-token context, 524,288-token output limit,",
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      "source": "github-search:minimax:pulls",
      "source_label": "GitHub search · MiniMax · pulls · anchapin/portkit-v2 · @anchapin",
      "url": "https://github.com/anchapin/portkit-v2/pull/452",
      "quote": "Worker: flagship tier, minimax/MiniMax-M3, 33,741 tokens out, 51/60 steps, grade 90. Two earlier balanced attempts at #283 failed empty-diff; this narrowed brief (failover-mandated flagship) is",
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      "source_label": "GitHub search · MiniMax · pulls · awesome-dsh-plugin/awesome-dsh-plugin · @Wahwayhale",
      "url": "https://github.com/awesome-dsh-plugin/awesome-dsh-plugin/pull/12619",
      "quote": "GLM-5.3-Flash / GLM-5.3 / DeepSeek-V4.1-Flash / DeepSeek-V4-Pro / MiniMax-M3.1-Flash / MiniMax-M3 / Kimi-K3.1-Pro / Kimi-K3). Each model shows its credit-cost multiplier, as the app does.",
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      "quote": "> Model `MiniMax-M3` on `api.minimax.io` via `native`, funded by `account_key`",
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      "reference": "record:github-search:minimax:pulls:grandchildrice/meden:pull:10:minimax-m3",
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      "source_label": "GitHub search · MiniMax · pulls · grandchildrice/meden · @grandchildrice",
      "url": "https://github.com/grandchildrice/meden/pull/10",
      "quote": "Record the completed same-model benign comparisons (minimax-m3, four workers, AgentDojo 0.1.35). Native/baseline: banking 44/48 vs 42/48 over three passes, Slack 18/21 vs 18/21, travel 14/20",
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      "kind": "editorial_mention",
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      "quote": ": `/v1/models` y liste `[glm-5.2, glm-5.1, glm-4.7, qwen3.6-35b-a3b, MiniMax-M3, glm-5.3, qwen3.8-max, qwen3.7-max, qwen3.7-plus, qwen3.6-flash, deepseek-v4-pro, deepseek-v4-flash-0731, qwen3.8-flash, deepseek-v4.1-flash]` — pas de `swift-1.5-27b`. Remplacer le défaut",
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      "quote": "côté claudish liste 14 modèles, dont `glm-5.3`, `deepseek-v4.1-flash`, `MiniMax-M3`, `qwen3.6-35b-a3b` et `qwen3.8-flash`. Les autres modèles de la matrice demandée (Swift, Codex luna/sol, Anthropic haiku/opus, Ornith-1.5-9B)",
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      "quote": "model dumps with the `transformers-upgrade` skill's scripts, for `MiniMaxAI/MiniMax-M3`, `MiniMaxAI/MiniMax-M3-MXFP8`, `nvidia/MiniMax-M3-NVFP4` and `amd/MiniMax-M3-MXFP4`: 0 diffs in parameters and module attributes, for both the main model",
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      "quote": "The server log shows the fused launch running: `MiniMax-M3 FFN launch: rows (1..16)`, 57 sparse layers per step. Batches above 16 rows use the stock",
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      "source_label": "GitHub search · MiniMax · pulls · vllm-project/vllm · @akii96",
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      "quote": "Wires MiniMax-M3's sparse indexer to use MXFP4 index scoring on gfx942 (MI325X/MI308X/MI300X) via the aiter FP4 MQA kernels from ROCm/aiter#7017. The MXFP4 indexer uses about",
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      "quote": "Adds MXFP4 main K/V cache support for MiniMax-M3 on gfx942 (MI325X/MI308X/MI300X). Uses the same 8704 B MXFP4 page layout as gfx950. MXFP4 KV holds 1.5",
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      "source_label": "GitHub search · MiniMax · commits · Lore-Hex/quill-router · @unknown",
      "url": "https://github.com/Lore-Hex/quill-router/commit/85ccee5919f332e90b9740ff86e015ed75e46a70",
      "quote": "model id(s) OR does not list: ['deepseek/deepseek-v4p1-flash', 'deepseek/deepseek-v4p1-flash-1017', 'minimax/minimax-m3', 'moonshotai/kimi-k3-fast', 'nvidia/nemotron-3-ultra-550b-a55b'] (+3 more)",
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      "source": "GitHub search · MiniMax · pulls · NVIDIA/TensorRT-LLM · @pranav-nvidia"
    },
    {
      "url": "https://github.com/NVIDIA/TensorRT-LLM/pull/21540",
      "source": "GitHub search · MiniMax · pulls · NVIDIA/TensorRT-LLM · @ischencheng"
    },
    {
      "url": "https://github.com/NVIDIA/TensorRT-LLM/pull/21712",
      "source": "GitHub search · MiniMax · pulls · NVIDIA/TensorRT-LLM · @WeiHaocheng"
    },
    {
      "url": "https://github.com/NVIDIA/TensorRT-LLM/pull/21869",
      "source": "GitHub search · MiniMax · pulls · NVIDIA/TensorRT-LLM · @yijingl-nvidia"
    },
    {
      "url": "https://github.com/Nano-Collective/.github/commit/a25d4487881447f3d3ff5dfb7acd4792473b08b2",
      "source": "GitHub search · MiniMax · commits · Nano-Collective/.github · @will-lamerton"
    },
    {
      "url": "https://github.com/NoFxAiOS/nofx/pull/1442",
      "source": "GitHub search · MiniMax · pulls · NoFxAiOS/nofx · @octo-patch"
    },
    {
      "url": "https://github.com/NousResearch/hermes-agent/pull/141412",
      "source": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @SaladDay"
    },
    {
      "url": "https://github.com/NousResearch/hermes-agent/pull/150180",
      "source": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @am423"
    },
    {
      "url": "https://github.com/NousResearch/hermes-agent/pull/150270",
      "source": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @PietjePuh"
    },
    {
      "url": "https://github.com/NousResearch/hermes-agent/pull/151922",
      "source": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @teknium1"
    },
    {
      "url": "https://github.com/NousResearch/hermes-agent/pull/152431",
      "source": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @mecworks"
    },
    {
      "url": "https://github.com/NousResearch/hermes-agent/pull/156191",
      "source": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @ScotterMonk"
    },
    {
      "url": "https://github.com/NousResearch/hermes-agent/pull/36873",
      "source": "GitHub search · MiniMax · pulls · NousResearch/hermes-agent · @rsadler89"
    },
    {
      "url": "https://github.com/OpenOSINT/OpenOSINT/pull/40",
      "source": "GitHub search · MiniMax · pulls · OpenOSINT/OpenOSINT · @octo-patch"
    },
    {
      "url": "https://github.com/Orkeon/orkeon/commit/206b5622214a3642de4a9bbdd98bbe2765d3040e",
      "source": "GitHub search · MiniMax · commits · Orkeon/orkeon · @arion-orkeon"
    },
    {
      "url": "https://github.com/Owlbay/modelinfo-data/pull/70",
      "source": "GitHub search · MiniMax · pulls · Owlbay/modelinfo-data · @Owlbay"
    },
    {
      "url": "https://github.com/Pb314314/vllm/pull/21",
      "source": "GitHub search · MiniMax · pulls · Pb314314/vllm · @Pb314314"
    },
    {
      "url": "https://github.com/PhilAnderson1/minicpm-pi5/commit/4c1987cad2303ecbaa53b8a3a3dac6f7672bff0c",
      "source": "GitHub search · MiniMax · commits · PhilAnderson1/minicpm-pi5 · @mb8565"
    },
    {
      "url": "https://github.com/Plocr/dsh-commandcode/pull/1",
      "source": "GitHub search · MiniMax · pulls · Plocr/dsh-commandcode · @Mou7s"
    },
    {
      "url": "https://github.com/QuantumNous/new-api/pull/8281",
      "source": "GitHub search · MiniMax · pulls · QuantumNous/new-api · @anhaohighness"
    },
    {
      "url": "https://github.com/RBLN-SW/vllm-rbln/commit/bdefa5243625bff5833fb5e4d46653664877f631",
      "source": "GitHub search · MiniMax · commits · RBLN-SW/vllm-rbln · @rebel-jinsolkim"
    },
    {
      "url": "https://github.com/ROCm/ATOM/pull/1551",
      "source": "GitHub search · MiniMax · pulls · ROCm/ATOM · @ningding01"
    },
    {
      "url": "https://github.com/ROCm/ATOM/pull/2582",
      "source": "GitHub search · MiniMax · pulls · ROCm/ATOM · @rbrugaro-amd"
    },
    {
      "url": "https://github.com/ROCm/ATOM/pull/2822",
      "source": "GitHub search · MiniMax · pulls · ROCm/ATOM · @demonsan"
    },
    {
      "url": "https://github.com/ROCm/ATOM/pull/3052",
      "source": "GitHub search · MiniMax · pulls · ROCm/ATOM · @XiaobingSuper"
    },
    {
      "url": "https://github.com/ROCm/aiter/pull/3902",
      "source": "GitHub search · MiniMax · pulls · ROCm/aiter · @leonling-ll"
    },
    {
      "url": "https://github.com/ROCm/aiter/pull/6742",
      "source": "GitHub search · MiniMax · pulls · ROCm/aiter · @willhu-jpg"
    },
    {
      "url": "https://github.com/ROCm/aiter/pull/7053",
      "source": "GitHub search · MiniMax · pulls · ROCm/aiter · @AndreasKaratzas"
    },
    {
      "url": "https://github.com/ROCm/aiter/pull/7549",
      "source": "GitHub search · MiniMax · pulls · ROCm/aiter · @lirui927"
    },
    {
      "url": "https://github.com/ROCm/aiter/pull/7579",
      "source": "GitHub search · MiniMax · pulls · ROCm/aiter · @Boss2002n"
    },
    {
      "url": "https://github.com/Scoheart/arca/pull/270",
      "source": "GitHub search · MiniMax · pulls · Scoheart/arca · @Scoheart"
    },
    {
      "url": "https://github.com/Scoheart/arca/pull/294",
      "source": "GitHub search · MiniMax · pulls · Scoheart/arca · @Scoheart"
    },
    {
      "url": "https://github.com/Scoheart/arca/pull/314",
      "source": "GitHub search · MiniMax · pulls · Scoheart/arca · @Scoheart"
    },
    {
      "url": "https://github.com/SemiAnalysisAI/InferenceX-app/commit/39253b9280d2dc8fbbc6ac58b47e5fe817378b1b",
      "source": "GitHub search · MiniMax · commits · SemiAnalysisAI/InferenceX-app · @hbarclay"
    },
    {
      "url": "https://github.com/Significant-Gravitas/AutoGPT/pull/13619",
      "source": "GitHub search · MiniMax · pulls · Significant-Gravitas/AutoGPT · @octo-patch"
    },
    {
      "url": "https://github.com/Tencent/WeKnora/pull/5312",
      "source": "GitHub search · MiniMax · pulls · Tencent/WeKnora · @henrikdukefoss"
    },
    {
      "url": "https://github.com/TencentQQGYLab/AppAgent/pull/127",
      "source": "GitHub search · MiniMax · pulls · TencentQQGYLab/AppAgent · @octo-patch"
    },
    {
      "url": "https://github.com/Travis-Gilbert/Theorem-UI/pull/44",
      "source": "GitHub search · MiniMax · pulls · Travis-Gilbert/Theorem-UI · @Travis-Gilbert"
    },
    {
      "url": "https://github.com/a-mansari/tarik/pull/209",
      "source": "GitHub search · MiniMax · pulls · a-mansari/tarik · @a-mansari"
    },
    {
      "url": "https://github.com/afonsoft/OmniRouteNet/pull/101",
      "source": "GitHub search · MiniMax · pulls · afonsoft/OmniRouteNet · @devin-ai-integration[bot]"
    },
    {
      "url": "https://github.com/agentforce314/clawcodex/pull/980",
      "source": "GitHub search · MiniMax · pulls · agentforce314/clawcodex · @henrikdukefoss"
    },
    {
      "url": "https://github.com/agentgateway/agentgateway/pull/4347",
      "source": "GitHub search · MiniMax · pulls · agentgateway/agentgateway · @github-actions[bot]"
    },
    {
      "url": "https://github.com/agntn/archives/pull/225",
      "source": "GitHub search · MiniMax · pulls · agntn/archives · @renovate[bot]"
    },
    {
      "url": "https://github.com/ai-dynamo/dynamo/pull/17027",
      "source": "GitHub search · MiniMax · pulls · ai-dynamo/dynamo · @furionw"
    },
    {
      "url": "https://github.com/ai-dynamo/frontend-crates/pull/566",
      "source": "GitHub search · MiniMax · pulls · ai-dynamo/frontend-crates · @philei-tt"
    },
    {
      "url": "https://github.com/alibaba/open-code-review/pull/1784",
      "source": "GitHub search · MiniMax · pulls · alibaba/open-code-review · @octo-patch"
    },
    {
      "url": "https://github.com/anchapin/fluxion/pull/4597",
      "source": "GitHub search · MiniMax · pulls · anchapin/fluxion · @anchapin"
    },
    {
      "url": "https://github.com/anchapin/fluxion/pull/4651",
      "source": "GitHub search · MiniMax · pulls · anchapin/fluxion · @anchapin"
    },
    {
      "url": "https://github.com/anchapin/fluxion/pull/4723",
      "source": "GitHub search · MiniMax · pulls · anchapin/fluxion · @anchapin"
    },
    {
      "url": "https://github.com/anchapin/planar-nexus/pull/2884",
      "source": "GitHub search · MiniMax · pulls · anchapin/planar-nexus · @anchapin"
    },
    {
      "url": "https://github.com/anchapin/planar-nexus/pull/2904",
      "source": "GitHub search · MiniMax · pulls · anchapin/planar-nexus · @anchapin"
    },
    {
      "url": "https://github.com/anchapin/portkit-v2/pull/452",
      "source": "GitHub search · MiniMax · pulls · anchapin/portkit-v2 · @anchapin"
    },
    {
      "url": "https://github.com/angelstreet/mycodebox/commit/850e1c87a2339923ebfca0aae97153ace7602d2f",
      "source": "GitHub search · MiniMax · commits · angelstreet/mycodebox · @unknown"
    },
    {
      "url": "https://github.com/anymorph-ai/Claudable/pull/86",
      "source": "GitHub search · MiniMax · pulls · anymorph-ai/Claudable · @octo-patch"
    },
    {
      "url": "https://github.com/archestra-ai/archestra/pull/9283",
      "source": "GitHub search · MiniMax · pulls · archestra-ai/archestra · @octo-patch"
    },
    {
      "url": "https://github.com/arcships/zdr-monitor/pull/1166",
      "source": "GitHub search · MiniMax · pulls · arcships/zdr-monitor · @cunninghamcard-bit"
    },
    {
      "url": "https://github.com/ashhart/TensorFold/pull/1749",
      "source": "GitHub search · MiniMax · pulls · ashhart/TensorFold · @ashhart"
    },
    {
      "url": "https://github.com/assafelovic/gpt-researcher/pull/1924",
      "source": "GitHub search · MiniMax · pulls · assafelovic/gpt-researcher · @octo-patch"
    },
    {
      "url": "https://github.com/awesome-dsh-plugin/awesome-dsh-plugin/pull/12619",
      "source": "GitHub search · MiniMax · pulls · awesome-dsh-plugin/awesome-dsh-plugin · @Wahwayhale"
    },
    {
      "url": "https://github.com/awesome-dsh-plugin/awesome-dsh-plugin/pull/12938",
      "source": "GitHub search · MiniMax · pulls · awesome-dsh-plugin/awesome-dsh-plugin · @Wahwayhale"
    },
    {
      "url": "https://github.com/b1tninja/continuous/pull/513",
      "source": "GitHub search · MiniMax · pulls · b1tninja/continuous · @b1tninja"
    },
    {
      "url": "https://github.com/bacluc-agent/litellm/pull/10",
      "source": "GitHub search · MiniMax · pulls · bacluc-agent/litellm · @bacluc-agent"
    },
    {
      "url": "https://github.com/batipang/CC8/pull/493",
      "source": "GitHub search · MiniMax · pulls · batipang/CC8 · @batipang"
    },
    {
      "url": "https://github.com/blairq/genesis-vllm-patches/pull/7",
      "source": "GitHub search · MiniMax · pulls · blairq/genesis-vllm-patches · @dependabot[bot]"
    },
    {
      "url": "https://github.com/bniklsd-ui/trading-bot-lizard-branch/commit/54a45d9f4d853314b61407387674f484b03730c6",
      "source": "GitHub search · MiniMax · commits · bniklsd-ui/trading-bot-lizard-branch · @bniklsd-ui"
    },
    {
      "url": "https://github.com/bniklsd-ui/trading-bot-lizard-branch/commit/6e8ec57325d12347e7644f60d3196974db97a6e8",
      "source": "GitHub search · MiniMax · commits · bniklsd-ui/trading-bot-lizard-branch · @bniklsd-ui"
    },
    {
      "url": "https://github.com/bniklsd-ui/trading-bot-lizard-branch/commit/7f8bd83f8f4363133c7d274782359c49a805aa21",
      "source": "GitHub search · MiniMax · commits · bniklsd-ui/trading-bot-lizard-branch · @bniklsd-ui"
    },
    {
      "url": "https://github.com/bniklsd-ui/trading-bot-lizard-branch/commit/d6eb81e4d4c2ea0f15ef32b08480b92df24c3795",
      "source": "GitHub search · MiniMax · commits · bniklsd-ui/trading-bot-lizard-branch · @bniklsd-ui"
    },
    {
      "url": "https://github.com/bniklsd-ui/trading-bot-lizard-branch/commit/ec9335a877acfe5e8bf1a7aeef0384a9d2f7037f",
      "source": "GitHub search · MiniMax · commits · bniklsd-ui/trading-bot-lizard-branch · @bniklsd-ui"
    },
    {
      "url": "https://github.com/byrdbryan5830/byr/commit/f4d7b9f60568dff3a641bb75bb8effba17bd2067",
      "source": "GitHub search · MiniMax · commits · byrdbryan5830/byr · @byrdbryan5830"
    },
    {
      "url": "https://github.com/can1357/oh-my-pi/pull/18101",
      "source": "GitHub search · MiniMax · pulls · can1357/oh-my-pi · @mikucat0309"
    },
    {
      "url": "https://github.com/cbc02009/k8s-home-ops/commit/83c97f47b240b3121d0ddbc4a09b84d966c43fa5",
      "source": "GitHub search · MiniMax · commits · cbc02009/k8s-home-ops · @cbc02009"
    },
    {
      "url": "https://github.com/charmbracelet/catwalk/pull/658",
      "source": "GitHub search · MiniMax · pulls · charmbracelet/catwalk · @adityabatra072"
    },
    {
      "url": "https://github.com/cheaper-inference/OmniRoute/pull/17209",
      "source": "GitHub search · MiniMax · pulls · cheaper-inference/OmniRoute · @Adam-Dalloul"
    },
    {
      "url": "https://github.com/cosmicstack-labs/mercury-agent/pull/264",
      "source": "GitHub search · MiniMax · pulls · cosmicstack-labs/mercury-agent · @cloudgpuapp"
    },
    {
      "url": "https://github.com/developerz-ai/ai-army/pull/100",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/ai-army · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/ai-army/pull/93",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/ai-army · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/ai-gaming-agent-mcp/pull/27",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/ai-gaming-agent-mcp · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/ai-gaming-agent-mcp/pull/29",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/ai-gaming-agent-mcp · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/claude-task-master/pull/184",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/claude-task-master · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/claude-task-master/pull/199",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/claude-task-master · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/claude-task-master/pull/201",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/claude-task-master · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/db-mcp-gateway/pull/277",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/db-mcp-gateway · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/fast_rspec/pull/27",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/fast_rspec · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/mini/pull/36",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/mini · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/mini/pull/39",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/mini · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/nexus-engine/pull/24",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/nexus-engine · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/nexus-engine/pull/25",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/nexus-engine · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/nexus-engine/pull/35",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/nexus-engine · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/nexus-engine/pull/36",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/nexus-engine · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/nexus-engine/pull/37",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/nexus-engine · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/nexus-engine/pull/40",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/nexus-engine · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/developerz-ai/open-mmorpg/pull/115",
      "source": "GitHub search · MiniMax · pulls · developerz-ai/open-mmorpg · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/diegoami/borg-reborn-rs/pull/66",
      "source": "GitHub search · MiniMax · pulls · diegoami/borg-reborn-rs · @diegoami"
    },
    {
      "url": "https://github.com/diegoami/borg-reborn-rs/pull/69",
      "source": "GitHub search · MiniMax · pulls · diegoami/borg-reborn-rs · @diegoami"
    },
    {
      "url": "https://github.com/diegoami/malpaco/pull/474",
      "source": "GitHub search · MiniMax · pulls · diegoami/malpaco · @diegoami"
    },
    {
      "url": "https://github.com/diet103/claude-code-infrastructure-showcase/pull/31",
      "source": "GitHub search · MiniMax · pulls · diet103/claude-code-infrastructure-showcase · @octo-patch"
    },
    {
      "url": "https://github.com/dimagi/open-chat-studio/pull/4989",
      "source": "GitHub search · MiniMax · pulls · dimagi/open-chat-studio · @claude[bot]"
    },
    {
      "url": "https://github.com/docker/docker-agent/pull/4829",
      "source": "GitHub search · MiniMax · pulls · docker/docker-agent · @github-actions[bot]"
    },
    {
      "url": "https://github.com/dzianisv/hermes-agent/pull/40",
      "source": "GitHub search · MiniMax · pulls · dzianisv/hermes-agent · @dzianisv"
    },
    {
      "url": "https://github.com/elcattivo66/home-ops/pull/5840",
      "source": "GitHub search · MiniMax · pulls · elcattivo66/home-ops · @elcattivo66"
    },
    {
      "url": "https://github.com/enkryptai/helm-charts/pull/174",
      "source": "GitHub search · MiniMax · pulls · enkryptai/helm-charts · @vvemulapalli11"
    },
    {
      "url": "https://github.com/evorule/evo-agent/commit/9f31f3cd5fd1348283c61efcae54f1f02ed2465b",
      "source": "GitHub search · MiniMax · commits · evorule/evo-agent · @EvoRuleLab"
    },
    {
      "url": "https://github.com/flytiger-eco/sglang-for-sail/pull/256",
      "source": "GitHub search · MiniMax · pulls · flytiger-eco/sglang-for-sail · @plusbang"
    },
    {
      "url": "https://github.com/ggml-org/llama.cpp/pull/31851",
      "source": "GitHub search · MiniMax · pulls · ggml-org/llama.cpp · @ServeurpersoCom"
    },
    {
      "url": "https://github.com/gi-dellav/zerostack/pull/320",
      "source": "GitHub search · MiniMax · pulls · gi-dellav/zerostack · @octo-patch"
    },
    {
      "url": "https://github.com/gildrb/eukhe/commit/628a485fa498245e2237b57309db96707eaa8074",
      "source": "GitHub search · MiniMax · commits · gildrb/eukhe · @gildrb"
    },
    {
      "url": "https://github.com/gildrb/eukhe/commit/d845ed27d0d3760982fac83de2845023336801ff",
      "source": "GitHub search · MiniMax · commits · gildrb/eukhe · @gildrb"
    },
    {
      "url": "https://github.com/grandchildrice/meden/pull/10",
      "source": "GitHub search · MiniMax · pulls · grandchildrice/meden · @grandchildrice"
    },
    {
      "url": "https://github.com/gudlyf/blynky/pull/32",
      "source": "GitHub search · MiniMax · pulls · gudlyf/blynky · @gudlyf"
    },
    {
      "url": "https://github.com/hao-aaron/vllm/pull/15",
      "source": "GitHub search · MiniMax · pulls · hao-aaron/vllm · @hao-aaron"
    },
    {
      "url": "https://github.com/henryopencode/neurix-harness/pull/7",
      "source": "GitHub search · MiniMax · pulls · henryopencode/neurix-harness · @henryopencode"
    },
    {
      "url": "https://github.com/humumu130/cc-deck/pull/94",
      "source": "GitHub search · MiniMax · pulls · humumu130/cc-deck · @humumu130"
    },
    {
      "url": "https://github.com/ikawrakow/ik_llama.cpp/commit/4c1987cad2303ecbaa53b8a3a3dac6f7672bff0c",
      "source": "GitHub search · MiniMax · commits · ikawrakow/ik_llama.cpp · @mb8565"
    },
    {
      "url": "https://github.com/ikawrakow/ik_llama.cpp/pull/2885",
      "source": "GitHub search · MiniMax · pulls · ikawrakow/ik_llama.cpp · @mb8565"
    },
    {
      "url": "https://github.com/im-dongseon/wikihub/pull/224",
      "source": "GitHub search · MiniMax · pulls · im-dongseon/wikihub · @im-dongseon"
    },
    {
      "url": "https://github.com/inference-sim/blis-substrate/commit/0ae394c26d3059536dd56a6fa18c2fed919a55a0",
      "source": "GitHub search · MiniMax · commits · inference-sim/blis-substrate · @sriumcp"
    },
    {
      "url": "https://github.com/inference-sim/blis-substrate/commit/83a95d7a483ccd1b7c07548df484653f545dd44b",
      "source": "GitHub search · MiniMax · commits · inference-sim/blis-substrate · @sriumcp"
    },
    {
      "url": "https://github.com/inference-sim/blis-vllm/commit/0019434826bc270d129ca37ce30cb9e6d76cc7c0",
      "source": "GitHub search · MiniMax · commits · inference-sim/blis-vllm · @sriumcp"
    },
    {
      "url": "https://github.com/inference-sim/blis-vllm/pull/51",
      "source": "GitHub search · MiniMax · pulls · inference-sim/blis-vllm · @sriumcp"
    },
    {
      "url": "https://github.com/janpuc/home-ops/pull/1756",
      "source": "GitHub search · MiniMax · pulls · janpuc/home-ops · @janpuc"
    },
    {
      "url": "https://github.com/johannesjo/parallel-code/pull/247",
      "source": "GitHub search · MiniMax · pulls · johannesjo/parallel-code · @octo-patch"
    },
    {
      "url": "https://github.com/jsavoy93/trading-bot/pull/141",
      "source": "GitHub search · MiniMax · pulls · jsavoy93/trading-bot · @jsavoy93"
    },
    {
      "url": "https://github.com/jsboige/CoursIA/pull/22882",
      "source": "GitHub search · MiniMax · pulls · jsboige/CoursIA · @jsboige"
    },
    {
      "url": "https://github.com/jsboige/CoursIA/pull/24540",
      "source": "GitHub search · MiniMax · pulls · jsboige/CoursIA · @myia-ai-01"
    },
    {
      "url": "https://github.com/jundot/omlx/pull/5083",
      "source": "GitHub search · MiniMax · pulls · jundot/omlx · @jundot"
    },
    {
      "url": "https://github.com/kingkillery/oh-my-pk/commit/76a4b3de27267adc46f9e83c8ac8dbd824b1d196",
      "source": "GitHub search · MiniMax · commits · kingkillery/oh-my-pk · @kingkillery"
    },
    {
      "url": "https://github.com/kwaroran/Risuai/pull/1524",
      "source": "GitHub search · MiniMax · pulls · kwaroran/Risuai · @octo-patch"
    },
    {
      "url": "https://github.com/lamtuanvu/pacer/pull/833",
      "source": "GitHub search · MiniMax · pulls · lamtuanvu/pacer · @lamtuanvu"
    },
    {
      "url": "https://github.com/lavabyte/deepai-gateway/commit/a148082db7191845d60d2d475bcefccab1b28858",
      "source": "GitHub search · MiniMax · commits · lavabyte/deepai-gateway · @lavabyte"
    },
    {
      "url": "https://github.com/leehack/llamadart/pull/1894",
      "source": "GitHub search · MiniMax · pulls · leehack/llamadart · @leehack"
    },
    {
      "url": "https://github.com/leehack/llamadart/pull/1910",
      "source": "GitHub search · MiniMax · pulls · leehack/llamadart · @leehack"
    },
    {
      "url": "https://github.com/lightseekorg/tokenspeed/pull/3205",
      "source": "GitHub search · MiniMax · pulls · lightseekorg/tokenspeed · @nperrin-fr"
    },
    {
      "url": "https://github.com/lightseekorg/tokenspeed/pull/3209",
      "source": "GitHub search · MiniMax · pulls · lightseekorg/tokenspeed · @nperrin-fr"
    },
    {
      "url": "https://github.com/lightseekorg/tokenspeed/pull/3239",
      "source": "GitHub search · MiniMax · pulls · lightseekorg/tokenspeed · @nperrin-fr"
    },
    {
      "url": "https://github.com/lightseekorg/tokenspeed/pull/3241",
      "source": "GitHub search · MiniMax · pulls · lightseekorg/tokenspeed · @nperrin-fr"
    },
    {
      "url": "https://github.com/likec4/likec4/pull/3436",
      "source": "GitHub search · MiniMax · pulls · likec4/likec4 · @octo-patch"
    },
    {
      "url": "https://github.com/logicplanes/kaeso/pull/782",
      "source": "GitHub search · MiniMax · pulls · logicplanes/kaeso · @dvnold"
    },
    {
      "url": "https://github.com/logicplanes/kaeso/pull/798",
      "source": "GitHub search · MiniMax · pulls · logicplanes/kaeso · @dvnold"
    },
    {
      "url": "https://github.com/mati-ai-labs/agents-studio/pull/42",
      "source": "GitHub search · MiniMax · pulls · mati-ai-labs/agents-studio · @aditya-dev-10"
    },
    {
      "url": "https://github.com/matt1398/claude-devtools/pull/227",
      "source": "GitHub search · MiniMax · pulls · matt1398/claude-devtools · @octo-patch"
    },
    {
      "url": "https://github.com/microsoft/Ontology-Playground/pull/158",
      "source": "GitHub search · MiniMax · pulls · microsoft/Ontology-Playground · @octo-patch"
    },
    {
      "url": "https://github.com/moirai-internal/vllm/commit/92f3ee5ae4abb86f2b175b13e623dab4a21b0986",
      "source": "GitHub search · MiniMax · commits · moirai-internal/vllm · @hmellor"
    },
    {
      "url": "https://github.com/nexu-io/open-design/pull/8196",
      "source": "GitHub search · MiniMax · pulls · nexu-io/open-design · @orionp13"
    },
    {
      "url": "https://github.com/onyx-dot-app/onyx/pull/12918",
      "source": "GitHub search · MiniMax · pulls · onyx-dot-app/onyx · @octo-patch"
    },
    {
      "url": "https://github.com/openagents-org/openagents/pull/812",
      "source": "GitHub search · MiniMax · pulls · openagents-org/openagents · @octo-patch"
    },
    {
      "url": "https://github.com/osborn-studio/osbornalpha/pull/206",
      "source": "GitHub search · MiniMax · pulls · osborn-studio/osbornalpha · @gilosbornhello"
    },
    {
      "url": "https://github.com/oskarkocol/mission-control-contrib/pull/11",
      "source": "GitHub search · MiniMax · pulls · oskarkocol/mission-control-contrib · @cursor[bot]"
    },
    {
      "url": "https://github.com/quoroom-ai/room/pull/15",
      "source": "GitHub search · MiniMax · pulls · quoroom-ai/room · @octo-patch"
    },
    {
      "url": "https://github.com/reacher-z/Awesome-CUA/pull/739",
      "source": "GitHub search · MiniMax · pulls · reacher-z/Awesome-CUA · @reacher-z"
    },
    {
      "url": "https://github.com/router-for-me/CLIProxyAPI/pull/3794",
      "source": "GitHub search · MiniMax · pulls · router-for-me/CLIProxyAPI · @EricLi404"
    },
    {
      "url": "https://github.com/sebyx07/ruby2html/pull/20",
      "source": "GitHub search · MiniMax · pulls · sebyx07/ruby2html · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/sebyx07/ruby2html/pull/21",
      "source": "GitHub search · MiniMax · pulls · sebyx07/ruby2html · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/sebyx07/ruby2html/pull/24",
      "source": "GitHub search · MiniMax · pulls · sebyx07/ruby2html · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/sebyx07/ruby2html/pull/25",
      "source": "GitHub search · MiniMax · pulls · sebyx07/ruby2html · @developerz-ai[bot]"
    },
    {
      "url": "https://github.com/sergiodelgadotech/kotlin-saas-template/pull/181",
      "source": "GitHub search · MiniMax · pulls · sergiodelgadotech/kotlin-saas-template · @renovate[bot]"
    },
    {
      "url": "https://github.com/sgl-project/sglang/pull/36095",
      "source": "GitHub search · MiniMax · pulls · sgl-project/sglang · @shiyang814-cpu"
    },
    {
      "url": "https://github.com/sgl-project/sglang/pull/39994",
      "source": "GitHub search · MiniMax · pulls · sgl-project/sglang · @waqahmed-amd-fi"
    },
    {
      "url": "https://github.com/sgl-project/sglang/pull/44249",
      "source": "GitHub search · MiniMax · pulls · sgl-project/sglang · @tnguyeng"
    },
    {
      "url": "https://github.com/sgl-project/sglang/pull/46693",
      "source": "GitHub search · MiniMax · pulls · sgl-project/sglang · @kevin-mii"
    },
    {
      "url": "https://github.com/sgl-project/sglang/pull/46694",
      "source": "GitHub search · MiniMax · pulls · sgl-project/sglang · @kevin-mii"
    },
    {
      "url": "https://github.com/sgl-project/sglang/pull/46944",
      "source": "GitHub search · MiniMax · pulls · sgl-project/sglang · @michaelzhang-ai"
    },
    {
      "url": "https://github.com/sgl-project/sglang/pull/48776",
      "source": "GitHub search · MiniMax · pulls · sgl-project/sglang · @hnyls2002"
    },
    {
      "url": "https://github.com/sgl-project/sglang/pull/49392",
      "source": "GitHub search · MiniMax · pulls · sgl-project/sglang · @Kangyan-Zhou"
    },
    {
      "url": "https://github.com/sidalit/freetoken-snap/pull/1",
      "source": "GitHub search · MiniMax · pulls · sidalit/freetoken-snap · @renovate[bot]"
    },
    {
      "url": "https://github.com/smg-project/bellwether/pull/289",
      "source": "GitHub search · MiniMax · pulls · smg-project/bellwether · @hello-alexmcc"
    },
    {
      "url": "https://github.com/smg-project/smg/pull/3471",
      "source": "GitHub search · MiniMax · pulls · smg-project/smg · @Moersity"
    },
    {
      "url": "https://github.com/smg-project/smg/pull/3567",
      "source": "GitHub search · MiniMax · pulls · smg-project/smg · @hello-alexmcc"
    },
    {
      "url": "https://github.com/smg-project/smg/pull/5243",
      "source": "GitHub search · MiniMax · pulls · smg-project/smg · @hello-alexmcc"
    },
    {
      "url": "https://github.com/sunholo-data/ailang-world/pull/523",
      "source": "GitHub search · MiniMax · pulls · sunholo-data/ailang-world · @sunholo-voight-kampff"
    },
    {
      "url": "https://github.com/surendra2304/FRIDAY-Universe/pull/492",
      "source": "GitHub search · MiniMax · pulls · surendra2304/FRIDAY-Universe · @surendra2304"
    },
    {
      "url": "https://github.com/theexperiencecompany/gaia/pull/1673",
      "source": "GitHub search · MiniMax · pulls · theexperiencecompany/gaia · @aryanranderiya"
    },
    {
      "url": "https://github.com/trycua/cua/pull/1185",
      "source": "GitHub search · MiniMax · pulls · trycua/cua · @octo-patch"
    },
    {
      "url": "https://github.com/tuan3w/qwen-warp/pull/11",
      "source": "GitHub search · MiniMax · pulls · tuan3w/qwen-warp · @dependabot[bot]"
    },
    {
      "url": "https://github.com/unslothai/llama.cpp/pull/320",
      "source": "GitHub search · MiniMax · pulls · unslothai/llama.cpp · @danielhanchen"
    },
    {
      "url": "https://github.com/use-agent-os/agent-os/commit/4c9ba83f609465703b30f3547ac526663ae88bb8",
      "source": "GitHub search · MiniMax · commits · use-agent-os/agent-os · @andreapn"
    },
    {
      "url": "https://github.com/vercel-labs/fx/pull/1658",
      "source": "GitHub search · MiniMax · pulls · vercel-labs/fx · @fazxes"
    },
    {
      "url": "https://github.com/vllm-project/semantic-router/pull/5108",
      "source": "GitHub search · MiniMax · pulls · vllm-project/semantic-router · @octo-patch"
    },
    {
      "url": "https://github.com/vllm-project/speculators/commit/988ed16b1f91315942049da3093d88dba70c45d9",
      "source": "GitHub search · MiniMax · commits · vllm-project/speculators · @wguo7"
    },
    {
      "url": "https://github.com/vllm-project/vllm-ascend/commit/514a647be60f6044bb542f7be2529619559b1a15",
      "source": "GitHub search · MiniMax · commits · vllm-project/vllm-ascend · @FORFuture37"
    },
    {
      "url": "https://github.com/vllm-project/vllm-ascend/commit/8767c6c401e60e1f9c8dc00b8821955192ce5737",
      "source": "GitHub search · MiniMax · commits · vllm-project/vllm-ascend · @dianWang325"
    },
    {
      "url": "https://github.com/vllm-project/vllm-ascend/pull/18428",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm-ascend · @yingyingzizi"
    },
    {
      "url": "https://github.com/vllm-project/vllm-ascend/pull/21460",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm-ascend · @ella1107"
    },
    {
      "url": "https://github.com/vllm-project/vllm-gaudi/pull/1965",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm-gaudi · @pawel-olejniczak"
    },
    {
      "url": "https://github.com/vllm-project/vllm/commit/92f3ee5ae4abb86f2b175b13e623dab4a21b0986",
      "source": "GitHub search · MiniMax · commits · vllm-project/vllm · @hmellor"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/54604",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @kyleliang-nv"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/59979",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @nbommi19"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/60376",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @gau-nernst"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/61813",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @hmellor"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/63486",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @AndreasKaratzas"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/64320",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @gordan12"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/64929",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @vorapolsiloai"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/65194",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @amd-dlimpus"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/65196",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @amd-dlimpus"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/65217",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @zixi-qi"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/65227",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @Pb314314"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/65311",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @vorapolsiloai"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/65352",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @vorapolsiloai"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/65664",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @yeighta"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/65691",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @MrGeva"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/65898",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @akii96"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/65899",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @akii96"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/65972",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @Pb314314"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/66203",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @esmeetu"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/66370",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @AndreasKaratzas"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/66397",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @AndreasKaratzas"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/66521",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @tomasruizt"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/66640",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @hao-aaron"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/66695",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @ZhengGong-amd"
    },
    {
      "url": "https://github.com/vllm-project/vllm/pull/66706",
      "source": "GitHub search · MiniMax · pulls · vllm-project/vllm · @ZhengGong-amd"
    },
    {
      "url": "https://github.com/xorbitsai/inference/pull/6051",
      "source": "GitHub search · MiniMax · pulls · xorbitsai/inference · @David-Wu1119"
    },
    {
      "url": "https://github.com/ysq111333/verl_jev/pull/1",
      "source": "GitHub search · MiniMax · pulls · ysq111333/verl_jev · @dependabot[bot]"
    },
    {
      "url": "https://github.com/zachlatta/freeflow/pull/285",
      "source": "GitHub search · MiniMax · pulls · zachlatta/freeflow · @octo-patch"
    },
    {
      "url": "https://github.com/zendev-sh/goai/pull/210",
      "source": "GitHub search · MiniMax · pulls · zendev-sh/goai · @cloudgpuapp"
    },
    {
      "url": "https://github.com/zeroclaw-labs/zeroclaw/pull/11871",
      "source": "GitHub search · MiniMax · pulls · zeroclaw-labs/zeroclaw · @octo-patch"
    },
    {
      "url": "https://github.com/zhao6300/vllm-opt/commit/92f3ee5ae4abb86f2b175b13e623dab4a21b0986",
      "source": "GitHub search · MiniMax · commits · zhao6300/vllm-opt · @hmellor"
    },
    {
      "url": "https://huggingface.co/MiniMaxAI/MiniMax-M3",
      "source": "review"
    },
    {
      "url": "https://huggingface.co/api/models/MiniMaxAI/MiniMax-M3/paths-info/d95e30cb912fe3021bb9c2ba66a8ce60b6c937a9",
      "source": "hf-author-artifacts:MiniMaxAI"
    },
    {
      "url": "https://models.dev/#minimax-m3",
      "source": "models-dev"
    },
    {
      "url": "https://opencode.ai/inference/go/v1/models",
      "source": "opencode-go"
    },
    {
      "url": "https://platform.minimax.io/docs/api-reference/text-anthropic-api",
      "source": "minimax-model-index"
    }
  ],
  "facts": {
    "context_window": 1000000,
    "max_output_tokens": null,
    "input_modalities": [
      "image",
      "text",
      "video"
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    "output_modalities": [
      "text"
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    "open_weights": true,
    "usd_per_million": {
      "input": null,
      "output": null,
      "cached_input": null
    },
    "prices": {
      "currency": "USD",
      "unit": "per_million_tokens",
      "input": null,
      "output": null,
      "cached_input": null
    },
    "observed_at": "2026-11-12T16:21:48.724Z",
    "output_kind": "text",
    "provenance": {
      "context": {
        "key": "contextWindow",
        "observed_at": "2026-11-04T17:34:45.144Z",
        "story_updated_at": "2026-11-13T11:43:59.009Z",
        "evidence": [
          {
            "source": "review",
            "url": "https://huggingface.co/MiniMaxAI/MiniMax-M3",
            "authority": "primary",
            "scope": {
              "kind": "model",
              "id": "minimaxai/minimax-m3"
            },
            "detected_at": null,
            "checked_at": "2026-11-04T17:34:45.144820Z"
          }
        ]
      },
      "display_name": {
        "key": "displayName",
        "observed_at": "2026-11-12T16:21:48.724Z",
        "story_updated_at": "2026-11-15T17:26:07.994Z",
        "evidence": [
          {
            "source": "minimax",
            "url": null,
            "authority": "first_party",
            "scope": {
              "kind": "model",
              "id": "minimaxai/minimax-m3"
            },
            "detected_at": null,
            "checked_at": "2026-11-12T16:21:48.724Z"
          }
        ]
      },
      "inputs": {
        "key": "inputModalities",
        "observed_at": "2026-11-04T17:34:45.144Z",
        "story_updated_at": "2026-11-13T11:43:59.009Z",
        "evidence": [
          {
            "source": "review",
            "url": "https://huggingface.co/MiniMaxAI/MiniMax-M3",
            "authority": "primary",
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