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v2.12.0

VRSEN/agency-swarmv2.12.0Jul 4, 2026by XprobeBot

AI Summary

This inference platform release adds new model registrations (VibeThinker, Nex-N2, Ornith-1.0-35B), introduces UI improvements like API key management, and enhances monitoring with dashboard splits.

Key Highlights

  • New model registrations: VibeThinker 1.5B/3B, Nex-N2 series, and Ornith-1.0-35B.
  • UI pages added for API key management and user management.
  • Grafana dashboard split into 6 sub-dashboards.
  • Unlimited-OCR support added.
  • Multi-language documentation support added.

New Features

  • Model remote-code execution gated by config switch.
  • API key management and user management pages added.
  • UI ability panel expanded to include Embed and Rerank.
  • Grafana monitor split into 6 sub-dashboards.
  • Model autostart configuration added.
  • Unlimited-OCR support added.
  • Worker labels unified with supervisor and replica_index added.
  • Daily and size rotation logging mode added.
  • Try to API button added to running model UI.

Full Release Notes

# What's new in 2.12.0 (2026-07-04)
These are the changes in inference v2.12.0.
## New features
* feat: gate model remote-code execution behind a config switch by @qxyuan853 in https://github.com/xorbitsai/inference/pull/5027
* FEAT: [UI] add API key management and user management pages by @yiboyasss in https://github.com/xorbitsai/inference/pull/5065
* FEAT: [UI] ability panel add(Embed、Rerank) by @maoyuehui in https://github.com/xorbitsai/inference/pull/5078
* feat(monitor): split Grafana dashboard into 6 sub-dashboards with config store by @m199369309 in https://github.com/xorbitsai/inference/pull/5073
* feat(metrics): unify worker labels with supervisor and add replica_index by @m199369309 in https://github.com/xorbitsai/inference/pull/5075
* feat: register VibeThinker 1.5B / 3B (transformers + vLLM) by @xiaoyesoso in https://github.com/xorbitsai/inference/pull/5085
* feat: register Nex-N2 series (mini / Pro / Pro-fp8) by @xiaoyesoso in https://github.com/xorbitsai/inference/pull/5094
* feat(log): add daily+size rotation mode with multi-process safety by @m199369309 in https://github.com/xorbitsai/inference/pull/5083
* feat(models): add model autostart config by @bluefish-08 in https://github.com/xorbitsai/inference/pull/5076
* FEAT(webui): replace worker IP input with a filtered multi-select selector by @leslie2046 in https://github.com/xorbitsai/inference/pull/5099
* feat: add Unlimited-OCR support by @xiaoyesoso in https://github.com/xorbitsai/inference/pull/5103
* Feat: (UI) running model add Try to API and add useMenuAuth hook by @maoyuehui in https://github.com/xorbitsai/inference/pull/5098
* feat(llm): register Ornith-1.0-35B by @m199369309 in https://github.com/xorbitsai/inference/pull/5119
* feat: permission/scope alignment (core — no live-read) by @m199369309 in https://github.com/xorbitsai/inference/pull/5133
## Enhancements
* ENH: update models JSON [embedding] by @XprobeBot in https://github.com/xorbitsai/inference/pull/5067
* ENH: update models JSON [llm] by @XprobeBot in https://github.com/xorbitsai/inference/pull/5093
* ENH: update models JSON [llm] by @XprobeBot in https://github.com/xorbitsai/inference/pull/5096
* ENH: update model "qwen3.5" JSON by @llyycchhee in https://github.com/xorbitsai/inference/pull/5100
* ENH: update models JSON [image] by @XprobeBot in https://github.com/xorbitsai/inference/pull/5109
* ENH: update models JSON [llm] by @XprobeBot in https://github.com/xorbitsai/inference/pull/5123
* ENH: update models JSON [llm] by @XprobeBot in https://github.com/xorbitsai/inference/pull/5124
## Bug fixes
* fix: avoid blocking the event loop in async update_model_type by @kratos0718 in https://github.com/xorbitsai/inference/pull/5055
* BUG: Fix llama.cpp backend by @codingl2k1 in https://github.com/xorbitsai/inference/pull/5056
* FIX: [model] chat template analysis error by @llyycchhee in https://github.com/xorbitsai/inference/pull/5060
* fix(embedding): pin peft/transformers for jina-embeddings-v5 series by @m199369309 in https://github.com/xorbitsai/inference/pull/5061
* fix(docker): cap fastapi<0.137 in image requirements to match setup.cfg (#5063) by @Anai-Guo in https://github.com/xorbitsai/inference/pull/5072
* fix(device_utils): tolerate unsupported nvmlDeviceGetUtilizationRates in WSL2 by @Anai-Guo in https://github.com/xorbitsai/inference/pull/5070
* fix(audio): resolve Qwen3-ASR forced aligner via ModelScope when it is the active source by @Anai-Guo in https://github.com/xorbitsai/inference/pull/5077
* fix(core): prevent worker metrics loss when cache_tracker init fails by @m199369309 in https://github.com/xorbitsai/inference/pull/5071
* fix(monitor): add model_name label to api_key_requests_total counter by @m199369309 in https://github.com/xorbitsai/inference/pull/5074
* fix: drop stale running models without replica info in supervisor.list_models by @xiaoyesoso in https://github.com/xorbitsai/inference/pull/5087
* fix(core): harden sub-pool creation and clean GPU orphans on startup by @m199369309 in https://github.com/xorbitsai/inference/pull/5095
* fix: handle DynamicCache in get_batch_size_and_seq_len_from_kv_cache when HybridCache is importable by @xiaoyesoso in https://github.com/xorbitsai/inference/pull/5086
* fix(oauth2): verify JWT expiration in AuthService (#5058) by @qfmy83 in https://github.com/xorbitsai/inference/pull/5088
* fix(oauth2): block privilege escalation in user permission grants (#5058) by @qfmy83 in https://github.com/xorbitsai/inference/pull/5089
* fix(llm/cache): clear error and ensure cache parent dir on file:// model_uri (#5091) by @Anai-Guo in https://github.com/xorbitsai/inference/pull/5097
* fix(vllm): silence repeated GuidedDecodingParams info log per request by @m199369309 in https://github.com/xorbitsai/inference/pull/5120
* fix(llm): install ninja in qwen3.5/qwen3.6 vLLM venv for FlashInfer JIT by @m199369309 in https://github.com/xorbitsai/inference/pull/5118
* fix(llm): normalize tool_call arguments to dict for Qwen3 family templates by @m199369309 in https://github.com/xorbitsai/inference/pull/5129
## Documentation
* doc: add v2.11.0 release notes by @qinxuye in https://github.com/xorbitsai/inference/pull/5057
* doc: add security policy by @qinxuye in https://github.com/xorbitsai/inference/pull/5092
* doc: add Spanish (es) documentation translations by @kejhz653-stack in https://github.com/xorbitsai/inference/pull/5112
* doc: add French (fr) documentation translations by @kejhz653-stack in https://github.com/xorbitsai/inference/pull/5113
* doc: add i18n translations for Japanese by @kejhz653-stack in https://github.com/xorbitsai/inference/pull/5082
* doc: add German (de) documentation translations by @kejhz653-stack in https://github.com/xorbitsai/inference/pull/5105
* doc: add Italian (it) documentation translations by @kejhz653-stack in https://github.com/xorbitsai/inference/pull/5114
* doc: add Korean (ko) documentation translations by @kejhz653-stack in https://github.com/xorbitsai/inference/pull/5115
* doc: add Portuguese (Brazil) (pt-br) documentation translations by @kejhz653-stack in https://github.com/xorbitsai/inference/pull/5116
* doc: add Traditional Chinese (zh-tw) documentation translations by @kejhz653-stack in https://github.com/xorbitsai/inference/pull/5117
* doc: expand scan_po_issues.py for all translated locales by @kejhz653-stack in https://github.com/xorbitsai/inference/pull/5128
## Others
* ci: prepare GPU T4 runner migration by @qinrui777 in https://github.com/xorbitsai/inference/pull/5081
* docs: add and update multi-language README files by @kejhz653-stack in https://github.com/xorbitsai/inference/pull/5068
* chore: rename XProbe Inc. to Xinference Holdings Pte. Ltd and unify copyright year to 2026 by @yiboyasss in https://github.com/xorbitsai/inference/pull/5110
* chore: update copyright and restrict Ascend NPU docs to zh-CN by @kejhz653-stack in https://github.com/xorbitsai/inference/pull/5126

## New Contributors
* @kratos0718 made their first contribution in https://github.com/xorbitsai/inference/pull/5055
* @qxyuan853 made their first contribution in https://github.com/xorbitsai/inference/pull/5027
* @kejhz653-stack made their first contribution in https://github.com/xorbitsai/inference/pull/5068
* @qfmy83 made their first contribution in https://github.com/xorbitsai/inference/pull/5088

**Full Changelog**: https://github.com/xorbitsai/inference/compare/v2.11.0...v2.12.0