| v1.10.1 | ## ๐ Shepherd Model Gateway v1.10.1 Released Patch release: **TokenSpeed attention-DP rank affinity**, **Qwen4 (experimental) vision support**, routing-path performance follow-ups, and ZMQ fixes from the v1.10.0 rollout. ### ๐ฏ TokenSpeed: Attention-DP Rank Affinity **Requests can now pin to specific attention-DP ranks on TokenSpeed engines:** **Rank pinning** โ Pin field routes a request to a specific attention-DP rank **Residue rooms + capability handshake** โ The gateway negotia | Medium | 8/27/2026 |
| v1.10.0 | ## ๐ Shepherd Model Gateway v1.10.0 Released Our deepest engine integration and biggest efficiency release yet: **direct ZMQ connections to the engine core** for vLLM, TokenSpeed, and SGLang โ plus a **25x memory reduction at hundreds of thousands-worker scale**, a **complete service-discovery rewrite**, and **vLLM PD disaggregation in HTTP mode**. ### โก ZMQ Direct Engine Connections: vLLM, TokenSpeed, SGL **SMG now connects directly to the engine's core over ZMQ โ no engine API server | High | 8/25/2026 |
| v1.9.0 | ## ๐ Shepherd Model Gateway v1.9.0 Released A focused release headlined by **Kimi K3 support** and **tenant rate limiting** โ extending the multi-tenancy foundation from v1.8.0 โ plus **Responses API in PD mode**, batched completion prompts, model aliases, and an engine-version bump across all four backends. ### ๐ค Kimi K3 Support **Full end-to-end integration for Kimi K3 across text, vision, tools, and reasoning:** - **Dedicated vision processor** โ K3 gets its own multimodal image | High | 7/30/2026 |
| v1.8.0 | ## ๐ Shepherd Model Gateway v1.8.0 Released Our biggest multimodal release yet: **EPD (Encode-Prefill-Decode) disaggregation**, **engine-agnostic tensor transport over SHM and RDMA**, and **audio support** (Qwen3 ASR + Omni) โ plus **dedicated multimodal + audio support for Thinking Machines' Inkling model**, per-tenant API keys, LoRA adapter management, and a second nightly correctness harness. > โ ๏ธ **Breaking change**: The legacy `smg server` command has been removed. Use `smg launch` o | High | 7/18/2026 |
| v1.7.0 | ## ๐ Shepherd Model Gateway v1.7.0 Released This release leads with a correctness milestone. SMG runs the correctness-critical path โ tokenization, function-call parsing, and reasoning parsing โ natively in Rust, and that path is now proven on par with vLLM on tool-calling quality, validated by a nightly BFCL A/B harness. Plus new PD and engine-load metrics, GLM-5.x support, custom routing keys, and a major dependency sweep. ### ๐ฏ Rust-Native Correctness, Validated Against vLLM **SMG | High | 6/29/2026 |
| v1.6.0 | ## ๐ Shepherd Model Gateway v1.6.0 Released A performance and production-hardening release: **unified SSE codec across every streaming path**, **KV cache events for vLLM and TokenSpeed**, **routing hot-path optimizations**, **multimodal optimizations**, and **graceful shutdown hardening**. ### โก Streaming Performance: Unified SSE Codec **Every streaming path now runs through a single shared SSE codec โ no more per-router SSE parsing and re-encoding:** **Anthropic Messages** โ Shared | High | 6/21/2026 |
| v1.5.0 | ## ๐ Shepherd Model Gateway v1.5.0 Released Our biggest release yet: **priority scheduling with preemption**, **two new backends โ TokenSpeed and MLX** โ bringing SMG to five supported engines, and **complete Responses API protocol coverage**. ### ๐๏ธ Priority Scheduler **New request scheduler with admission control, prioritization, and preemption:** - **Priority classes** โ Configurable request classes with policy-driven admission - **Admission control** โ Inflight tracking, queue | High | 6/12/2026 |
| v1.4.1 | ## ๐ Shepherd Model Gateway v1.4.1 Released Patch release with **mesh HA stability fix**, **DP rank scheduling**, **reasoning parser fixes**, and engine version bumps. ### Mesh HA Stability Fix **Fixed premature worker removal during rolling deploys:** - Workers synced via mesh with `health: false` were being removed by the health checker before they had a chance to pass local health checks - Fix: health checker now only removes workers whose health check **actually failed this ti | High | 4/9/2026 |
| v1.4.0 | ## ๐ Shepherd Model Gateway v1.4.0 Released The biggest SMG release yet -- **Kubernetes-native deployment via Helm**, a **terminal dashboard**, **200x mesh memory reduction**, **7-11x faster multimodal preprocessing**, **native Completion API over gRPC**, and **per-model retry configuration**. ### Kubernetes-Native Deployment with Helm **Production-ready Helm chart for deploying SMG on Kubernetes:** - **One-command deployment** -- `helm install smg oci://ghcr.io/lightseekorg/smg-hel | High | 4/2/2026 |
| v1.3.3 | ## ๐ Shepherd Model Gateway v1.3.3 Released Major performance release with **7x faster mesh synchronization** and critical bug fixes. ### โก Mesh Performance Revolution **Switched mesh serialization from JSON to bincode with dramatic performance improvements:** **Benchmark Results** (production workload - 1024 operations, 4000 tokens): - **Serialization**: 7.1x faster (35.5ms โ 5.0ms) - **Deserialization**: 14.8x faster (63.4ms โ 4.3ms) - **Wire size**: 4.3x smaller (67.9MB โ 15.7 | Low | 3/21/2026 |
| v1.3.2 | ## ๐ Shepherd Model Gateway v1.3.2 Released Feature release adding **multimodal support to Messages API** and Python mesh bindings. ### ๐จ Multimodal Support for Messages API **Complete vision/image support in Messages API gRPC pipeline:** - Native image processing for Messages API requests - Works across all gRPC backends (SGLang, vLLM, TensorRT-LLM) - Full feature parity with Anthropic's Messages API including vision **Impact**: Messages API now supports both text and vision | Low | 3/17/2026 |
| v1.3.1 | ## ๐ Shepherd Model Gateway v1.3.1 Released Minor release with operational improvements and bug fixes. ### ๐ ๏ธ New Features **Operational improvements:** - `--remove-unhealthy-workers` flag - Automatically remove workers that fail health checks - `disable_tokenizer_autoload` support - Skip automatic tokenizer loading for custom configurations ### ๐ Bug Fixes - **Gateway**: Index external workers by all discovered models (not just primary model) - **CI**: Added VERSION_OVERR | Low | 3/16/2026 |
| v1.3.0 | ## ๐ Shepherd Model Gateway v1.3.0 Released We're excited to announce **Shepherd Model Gateway v1.3.0** โ a major release bringing **native Messages API support** and expanding our agentic workload capabilities. ### ๐ฏ Messages API: First-Class Implementation **Native Messages API implementation with core protocol support:** credits to @CatherineSue - **True first-class support** โ Direct protocol implementation, not a translation layer - **Extended thinking** โ Native ThinkingCon | Low | 3/15/2026 |
| v1.2.0 | ## ๐ Shepherd Model Gateway v1.2.0 Released! We're thrilled to announce **Shepherd Model Gateway v1.2.0** โ a transformative release featuring **enhanced event-driven cache-aware routing**, **production-ready client SDKs**, **Google Gemini integration**, and **vLLM gRPC server adoption**! ### โก **Enhanced Event-Driven Cache-Aware Routing** **Inspired by Amazon Dynamo's distributed caching principles**, SMG extends its existing cache-aware routing with real-time KV cache event subscript | Low | 3/10/2026 |
| v1.1.0 | ## ๐ Shepherd Model Gateway v1.1.0 Released! We're excited to announce **Shepherd Model Gateway v1.1.0** โ a major feature release bringing **universal multimodal support**, **Messages API MCP integration**, and **critical production hardening** across the entire stack! ### ๐จ **Universal Multimodal Support** ๐ฅ **Industry-leading multimodal processing across all major inference engines:** - **SGLang gRPC** - Full multimodal pipeline with vision processing - **vLLM gRPC** - Fetch + | Low | 2/23/2026 |
| v1.0.1 | ## ๐ Introducing Shepherd Model Gateway v1.0.1! We're thrilled to announce **Shepherd Model Gateway v1.0.1** โ formerly SGLang Model Gateway. This major release marks a new chapter with a complete architectural overhaul, new enterprise features, and production-grade improvements! ### ๐ **Welcome to Shepherd** **SGLang Model Gateway is now Shepherd Model Gateway (SMG)**. **Truly Engine-Agnostic Architecture**: Shepherd is your universal gateway supporting **all major inference engin | Low | 2/13/2026 |