ce49c47cbb
[Bugfix][Sampler] Carry the boundary tie count across blocks in the split top-p mask kernel ( #62046 )
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Signed-off-by: cipheraxat <cipheraxat@users.noreply.github.com >
Co-authored-by: cipheraxat <cipheraxat@users.noreply.github.com >
Co-authored-by: Bowen Wang <bowen@inferact.ai >
2026-10-17 02:26:57 +00:00
Sherif Waly and vllm-agent
ce8853d27a
[Bugfix][KV Offload] Allow explicit SimpleCPUOffload block counts ( #61674 )
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Signed-off-by: Sherif Waly <sherif.waly@mistral.ai >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-17 02:11:12 +00:00
71c20f73f2
[FlashInfer] Migrate autotune warmup to flashinfer.autotune_v2 managed cache ( #55671 )
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Signed-off-by: Yang Xu <yanxu@nvidia.com >
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2026-10-17 02:08:28 +00:00
Shuolei Wang and aoshen02
b3a7e2ff6e
[RL][Frontend] Return weight-version spans on OpenAI completions and chat ( #61347 )
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Signed-off-by: Shuolei Wang <shuoleiwang123@gmail.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-10-17 02:08:07 +00:00
6b6a6c5c98
[RL] Support per-parameter source layouts for NCCL M2N ( #60934 )
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Signed-off-by: pkousha <pkousha@nvidia.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-10-16 21:41:17 -04:00
f019e3e105
[ROCm] attn res + sigmoid_mul + conv fusions ( #52968 )
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Signed-off-by: Omar Muhammad <omar.muhammad@amd.com >
Signed-off-by: Nicholas Susanto <nicholas.susanto@amd.com >
Co-authored-by: Nicholas Susanto <nicholas.susanto@amd.com >
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com >
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2026-10-17 00:54:54 +00:00
Vadim Gimpelson and Claude
783380af39
[Bugfix] Fix NaN output of the Mamba2 chunk scan kernel on sm90 ( #61718 )
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Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-16 17:24:51 -07:00
Wei Zhao and Codex
be25977532
[CI][Tests] Account for FP8 KV-cache rounding in MLA reference ( #62067 )
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Signed-off-by: wzhao18 <wzhao18.sz@gmail.com >
Co-authored-by: Codex <noreply@openai.com >
2026-10-16 17:10:08 -07:00
a94c315711
[DP] Engines own wave wake-ups; drop the front-end FIRST_REQ ( #59559 )
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Signed-off-by: fh3 <a@b>
Co-authored-by: fh3 <a@b>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-16 19:41:54 -04:00
b544587408
[Core][Feat] Pluggable KVCacheConfigBuilder for platform/model-specific KV cache planning ( #53558 )
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Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com >
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai >
2026-10-16 23:16:47 +00:00
alp and mottopanikeiku
2268d83bd9
[Bugfix][Multimodal] Honor RGB PNG transparency when loading images ( #61986 )
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Signed-off-by: mottopanikeiku <176798723+mottopanikeiku@users.noreply.github.com >
Co-authored-by: mottopanikeiku <176798723+mottopanikeiku@users.noreply.github.com >
2026-10-16 23:09:12 +00:00
28e92eeff2
[ROCm][Perf][Kimi-K3] Use AITER Gluon chunk_kda for KDA prefill ( #59552 )
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Signed-off-by: Omar Muhammad <omar.muhammad@amd.com >
Signed-off-by: Nicholas Susanto <nicholas.susanto@amd.com >
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2026-10-16 22:58:56 +00:00
Afonso Ribeiro and Flora Feng
b088eba944
[Perf][Parser] Stream MiniMax M2 tool argument values incrementally (16 KB call: 5.9 s to 26 ms) ( #62035 )
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Signed-off-by: Afonso Ribeiro <afonso.diamantino2@gmail.com >
Co-authored-by: Flora Feng <4florafeng@gmail.com >
2026-10-16 22:46:02 +00:00
596e530675
[Kernel] Add router GEMM kernels for (5120, 256) and BF16 output to ll_bf16_gemm ( #62042 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: Lain <fusiyuan2000@gmail.com >
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2026-10-16 15:39:46 -07:00
153a17166e
[Frontend] Add the Beam reasoning and tool parsers ( #62052 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: Bugen Zhao <i@bugenzhao.com >
Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com >
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2026-10-16 14:08:29 -07:00
Dan Blanaru and Claude Opus 5.5
9731f30a03
[Bugfix] Keep VLLM_RAY_BUNDLE_INDICES out of the compile cache key ( #61211 )
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Signed-off-by: DanBlanaru <48605845+DanBlanaru@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-16 20:59:48 +00:00
68ebea789a
[Perf][MoE] Skip padded work in SM100 FP4 DeepGEMM experts ( #59044 )
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Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com >
2026-10-16 16:20:52 -04:00
cc2e4fecf2
[ROCm] [fusion] support ROCm aiter fusion of per tensor quant + rmsnorm ( #52831 )
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Signed-off-by: Andy Friedrich <afriedri@amd.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-16 15:19:07 -05:00
cjackal
663e535640
[Perf][Spec Decode] Skip bonus-logit reduction for short drafts in rejection sampling ( #61451 )
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Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com >
2026-10-16 12:42:48 -07:00
Oxana Korzh and Claude Opus 5.5
5bf3d9f665
[ROCm][Kimi-K3] Support DSpark adaptive verification on MI355X ( #59824 )
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Signed-off-by: Oxana Korzh <okorzh@amd.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-16 13:53:49 -05:00
djramic
307c5844ad
[ROCm][CI] Enable batch invariance for the ngram scheduling accuracy test ( #62048 )
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Signed-off-by: Djordje Ramic <djoramic@amd.com >
2026-10-16 18:36:14 +00:00
Guan-Ming Chiu and vllm-agent
3dc6def360
[Attention][Spec Decode] Enable varlen Mamba2 decode for adaptive verification ( #53036 )
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Signed-off-by: Guan-Ming (Wesley) Chiu <105915352+guan404ming@users.noreply.github.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-16 11:23:59 -07:00
alberto
ae8f41238c
[Bugfix][Parser] Honor a prompt-closed reasoning block in non-streaming parse and reasoning token counts ( #61857 )
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Signed-off-by: Alberto Perdomo <aperdomo@redhat.com >
2026-10-16 12:54:42 -04:00
cffc0cfa31
[CI] Fix B200 FusedMoE Layer Kernels hang on NVSHMEM IB setup ( #61695 )
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Signed-off-by: mgoin <mgoin64@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-16 12:00:12 -04:00
Andreas Karatzas and Claude
706791d516
[CI][AMD] Move 17 test groups from MI300 to MI355 and test large DeepSeek/Nemotron evals on AITER ( #61955 )
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Signed-off-by: Andreas Karatzas <akaratza@amd.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-16 10:58:59 -05:00
Wentao Ye
8e25bbca19
[Refactor] Remove dead code multiple places ( #61843 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-10-16 15:01:07 +00:00
Ayushman Singh
de7eeaa87b
[Perf] Share Triton JIT warmup compilation pool across registered kernels ( #61422 )
2026-10-16 08:59:42 -04:00
Martin Hickey
64175d3827
[Bugfix][Frontend] Keep the parser's tool call IDs in batch derender ( #61852 )
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Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com >
2026-10-16 10:27:17 +00:00
alp and mottopanikeiku
4ab99ff136
[Bugfix][Frontend] Honor the constructor chat template in offline scoring ( #61990 )
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Signed-off-by: mottopanikeiku <176798723+mottopanikeiku@users.noreply.github.com >
Co-authored-by: mottopanikeiku <176798723+mottopanikeiku@users.noreply.github.com >
2026-10-16 10:20:46 +00:00
024c5188bf
[Frontend] Resolve logprobs on the parsed streaming derender path ( #60437 )
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Signed-off-by: Shimi Bandiel <shimib@google.com >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-16 18:04:15 +08:00
Hexiang Wang
9a16d43ef0
[Bugfix][Mooncake] Fix MultiConnector stats and proxy SSE responses ( #61218 )
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Signed-off-by: whx-sjtu <xiaowang990929@gmail.com >
Signed-off-by: Nicolò Lucchesi <nicolo.lucchesi@gmail.com >
2026-10-16 17:54:48 +08:00
fa75d3456d
[Feature][PCP] Add DeepSeek-V4.1-Flash support ( #59857 )
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Signed-off-by: wangyicong <wangyicong@bytedance.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-15 23:17:51 -07:00
dskwe
49cb2bbf71
[Bugfix] Honor code_revision in config-based tokenizer loading ( #61611 )
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Signed-off-by: Yuan Li <dskwelmcy@163.com >
2026-10-16 05:21:12 +00:00
4ac1f8d2ac
[Bugfix][Structured Output] Mask grammar-invalid implicit reasoning ends ( #61574 )
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Signed-off-by: Maroon Ayoub <mayoub@redhat.com >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com >
2026-10-16 12:53:41 +08:00
maithilijoshi20 and Cyrus Leung
92dc3dd393
[Bugfix] Honor OPT token embedding width for prompt embeddings ( #61736 )
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Signed-off-by: maithilijoshi20 <maithilij2003@gmail.com >
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk >
2026-10-16 04:41:50 +00:00
Andreas Karatzas and Claude
b466fbacd2
[ROCm][Perf] Any-shape low-latency MoE router GEMM on MI355 ( #61895 )
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Signed-off-by: Andreas Karatzas <akaratza@amd.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-15 23:22:31 -05:00
dd9e07a25f
[Feature] Add External LB Mode Support for Elastic EP Scaling ( #43202 )
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Signed-off-by: lqh-hh <liuqihang6@huawei.com >
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com >
Co-authored-by: lqh-hh <liuqihang6@huawei.com >
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: 2017403603 <705328646@qq.com >
Co-authored-by: Julien Mancuso <jmancuso@nvidia.com >
Co-authored-by: Itay Alroy <75032521+itayalroy@users.noreply.github.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-15 21:29:02 -04:00
Andreas Karatzas and Claude
29345f42a6
[ROCm][Qwen4Exp] Support HC and MoE sequence parallelism on ROCm ( #61471 )
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Signed-off-by: Andreas Karatzas <akaratza@amd.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-15 20:11:17 -05:00
a8be1500ba
[Bugfix][MoE] Restore TP-sharded routed-expert capture for DP=1 ( #61388 )
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Signed-off-by: Ronald1995 <ronaldautomobile@163.com >
Signed-off-by: Ao Shen <281812371+aoshen02@users.noreply.github.com >
Signed-off-by: Ao Shen <aoshen@inferact.ai >
Co-authored-by: Ao Shen <281812371+aoshen02@users.noreply.github.com >
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2026-10-16 00:21:24 +00:00
Jack Hu and Douglas Lehr
ef38e8d006
[Model][Hardware][AMD][Kernel] Part 2/2 -> Enable e2e QK Norm + RoPE + KV Cache runtime fusion for Qwen3-30B-A3B on ROCM_ATTN ( #42755 )
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Signed-off-by: Jack Hu <Jack.Hu@amd.com >
Signed-off-by: Jack Hu <jingxujaster@hotmail.com >
Signed-off-by: Jack Hu <jack.hu@amd.com >
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com >
2026-10-15 17:10:14 -07:00
Juntian Liu and Claude Opus 5.5
19b0efce30
[Perf][Core] Skip the null head of sliding-window block tables ( #61724 )
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Signed-off-by: Juntian Liu <Juntianl777@gmail.com >
Signed-off-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-15 16:14:51 -07:00
Woosuk Kwon and Claude Opus 5.5
4a89316efa
[Core] Drop the Ray driver-node GPU pin left over from the legacy executor ( #61713 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-15 16:00:18 -07:00
3f1e57225a
[ROCm][Perf][Kimi-K3] Use AITER Gluon KDA kernels for decode and spec decode ( #57392 )
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Signed-off-by: omuhamma <omar.muhammad@amd.com >
Signed-off-by: Nicholas Susanto <nicholas.susanto@amd.com >
Co-authored-by: Nicholas Susanto <nicholas.susanto@amd.com >
Co-authored-by: Simon Danielsson <70206058+simondanielsson@users.noreply.github.com >
2026-10-15 17:54:24 -05:00
de7d70676d
[Perf] Low-latency CPU all-reduce for DP metadata syncs ( #61767 )
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Signed-off-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: hjjq <50634613+hjjq@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-15 15:29:13 -07:00
Stefano Castagnetta and Kevin H. Luu
784d1fff0c
[MRV2][Spec Decode] Quantized draft lm_head for drafters that share the target head ( #59973 )
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Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-15 22:06:40 +00:00
d92a4f25f2
[watermarking] Add DFlash support to dual-key gumbel-max watermarking ( #59554 )
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Signed-off-by: Shern Shiou Tan <shernshiou@gmail.com >
Signed-off-by: Simon Veitner <sveitner@redhat.com >
Signed-off-by: Raphael Rialland <raphael.rialland@mistral.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
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Co-authored-by: Raphael Rialland <raphael.rialland@mistral.ai >
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2026-10-15 22:06:06 +00:00
e711723352
[ROCm] gfx1250 optimizations and model enablement ( #58800 )
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Signed-off-by: jpvillam <juan.villamizar@amd.com >
Signed-off-by: Jaden Mathias <jaden.mathias@amd.com >
Signed-off-by: Juan Villamizar <jpvillam@amd.com >
Signed-off-by: jpvillam <jpvillam@amd.com >
Signed-off-by: Omar Muhammad <omar.muhammad@amd.com >
Signed-off-by: Daniel <danichan@amd.com >
Signed-off-by: Juan Villamizar <100237675+jpvillam-amd@users.noreply.github.com >
Co-authored-by: Jaden Mathias <jaden.mathias@amd.com >
Co-authored-by: jpvillam <jpvillam@amd.com >
Co-authored-by: Omar Muhammad <omar.muhammad@amd.com >
Co-authored-by: Daniel <danichan@amd.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
Co-authored-by: Daniel Chan <Daniel.Chan@amd.com >
2026-10-15 14:51:57 -07:00
DimensionSTP and Kevin H. Luu
9edcc7fa7e
[Bugfix][Spec Decode] Avoid reusing random draws across block verification rounds ( #61161 )
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Signed-off-by: DimensionSTP <65501090+DimensionSTP@users.noreply.github.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-15 14:46:38 -07:00
Mikko Tukiainen
0c25849292
[ROCm][Perf][Bugfix] Probe the preshuffled FP4 GEMM config by logical K ( #59406 )
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Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com >
2026-10-15 21:11:33 +00:00
f8460ef236
[Kernel][DSv4.1] Bump FlashMLA to the 2026.09.30 release and its interleaved V4.1 KV cache ( #61371 )
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Signed-off-by: juntianl <juntianl@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Kimi Code <noreply@moonshot.ai >
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai >
2026-10-15 13:58:25 -07:00