llama.cpp Vulkan Sparse-FA for DSV4/GLM + OpenVINO MoE; Ollama 0.34.1 RC; OpenAI Buys Glass Imaging
Three llama.cpp builds in one hour: Vulkan sparse Flash Attention for DeepSeek V4 / GLM, OpenVINO stateful decode + GPU MoE, and OpenCL ssm_scan. Ollama 0.34.1-rc2 hardens the MLX runner. TechCrunch reports OpenAI buying camera maker Glass Imaging for $300M.
π₯ Top Stories
1. llama.cpp ships three builds in an hour: Vulkan sparse Flash Attention for DSV4 / GLM
ggml-org/llama.cpp cut three releases between 11:32 and 12:33 UTC on Sep 15, and the headline one is a Vulkan sparse Flash Attention path aimed squarely at the sparse-attention MoE family:
- b10982 β
vulkan: support sparse Flash Attention (#28105). Adds sparse Flash Attention support for DSV4/GLM, tunes the implementation, adds tests, avoids a nondeterministicatomicAdd, and addscm2decode-vector support (including an f16vec4 binding for the decode vector). - b10981 β
OpenVINO: optimize stateful decode and GPU MoE inference (#28638). Fixes stateful decode for Gemma-4 per-layer-type head sizes, classifies sliding-window layers structurally on interleaved-SWA models, and adds two knobs:GGML_OPENVINO_REQUANT_KQUANT(pick a 4-bit requant target) andGGML_OPENVINO_SPILL_DIR(spill weights to disk). - b10980 β
opencl: add generic ssm_scan (#28881). A genericssm_scanfor OpenCL, which opens the door to state-space (Mamba-style) models on AMD/Intel iGPUs.
Why it matters. Sparse Flash Attention on Vulkan is the piece that makes DeepSeek V4 and GLM-class sparse-attention MoEs practical on non-NVIDIA silicon (AMD Radeon, Apple Silicon, and other Vulkan backends). Paired with the OpenVINO MoE / stateful-decode work, the day is a clear signal that llama.cpp is closing the gap for large MoE and SSM models on consumer and edge hardware.
2. Ollama cuts v0.34.1-rc2 β an MLX-hardening release
Ollamaβs v0.34.1-rc2 (landed the evening of Sep 14) is the first release candidate toward the post-v0.34.0 maintenance line, and it is MLX-focused:
mlxrunner: evicts prefix-cache snapshots from the active conversation, and now checks system free memory and waits for evicted runners before loading the next MLX model.mlx: scopes array lifetimes instead of pinning and sweeping.llm: keeps the gemma3n projector off the CPU, and raises the token-repeat limit to 100 (returning an error instead of an incomplete result).app: fixes the ChatGPT model-selector spacing (the featurev0.34.0shipped) and refreshes the Apps layout + command copy.
Why it matters. v0.34.0 (Sep 5) was the big ChatGPT-Desktop integration release. This RC tightens the Apple-Silicon / MLX path β the memory-management fixes (prefix-cache eviction, free-memory gating, evicted-runner waits) are exactly the class of bug that bites multi-model MLX users on Macs with tight unified memory. The ChatGPT-selector spacing fix also shows the Desktop integration is still in active polish. Note: this is an RC, not a stable.
3. TechCrunch: OpenAI to buy smartphone camera maker Glass Imaging for $300M
A TechCrunch report (picked up on HN) says OpenAI is acquiring Glass Imaging, a smartphone camera maker, for ~$300M.
Why it matters. If it closes, it is another concrete step toward the long-rumored OpenAI consumer device: buying a camera/optics specialist is a very different move from a model or data-center purchase, and it points to hardware integration (imaging, sensors, on-device capture) rather than another API. Early story β treat the specifics as reported, not confirmed.
4. Qwen3.8-27Bβs community GGUF climbs into the HF trending top-30
unsloth/Qwen3.8-27B-GGUF crossed into the HF trending list today at 4,128 likes / 9.46M downloads β the dense 27B community quant is now a top-tier trending item alongside the official checkpoints.
Why it matters. The 27B dense model keeps its grip as the communityβs favorite local workhorse, and the fact that a community GGUF (not an official Qwen upload) is trending at this level signals sustained local-deployment demand.
π What Changed Since Last Report (Sep 13)
- llama.cpp β three new builds today: b10982 (Vulkan sparse Flash Attention for DSV4/GLM), b10981 (OpenVINO stateful decode + GPU MoE, Gemma-4 fix, 4-bit requant + weight-spill knobs), b10980 (OpenCL generic
ssm_scan). - Ollama β v0.34.1-rc2 (first RC of the 0.34.1 line): MLX prefix-cache eviction, free-memory gating before model loads, gemma3n projector kept off CPU, token-repeat limit β 100, ChatGPT selector spacing fix.
- OpenAI β reported to be acquiring camera maker Glass Imaging for $300M (TechCrunch).
- Hugging Face β
unsloth/Qwen3.8-27B-GGUFenters the trending top-30; Qwen3.8-27B still #1 overall (15,204 likes / 7.70M downloads); DeepSeek-V4-Pro keeps climbing (5,558 likes); Kimi-K3 at 11,360 likes. - Qwen org β new repo FlashQLA (linear-attention kernel library on TileLang, 702 stars); qwen-code at 27,871 stars.
π‘ Qwen 3.8+ Tracker
Hugging Face Models
| Model | Likes | Downloads | Notes |
|---|---|---|---|
Qwen/Qwen3.8-27B |
15,204 | 7.70M | Still #1 on HF |
Qwen/Qwen3.8-Flash-Next |
5,244 | 668K | qwen4_exp foundation model |
unsloth/Qwen3.8-27B-GGUF |
4,128 | 9.46M | New in trending top-30 |
Qwen/Qwen3.8-2.4T-A95B |
1,225 | 52K | 2.4T MoE flagship |
Qwen/Qwen3.8-27B-FP8 |
827 | 7.79M | FP8 of the 27B |
orcarouter/Qwen3.8-27B-Uncensored-FP8 |
1,613 | 464K | Abliterated FP8 |
OBLITERATUS/Qwen3.8-27B-OBLITERATED |
1,219 | 1.27M | Abliterated |
HauhauCS Aggressive-MTP GGUF |
1,190 | 2.30M | Aggressive-MTP GGUF |
incoai/Qwen3.8-27B-DFlash2 |
234 | 386K | Speculative-decode draft head (up since Sep 13) |
Qwen GitHub Repos
| Repo | Stars | Updated | Notes |
|---|---|---|---|
QwenLM/qwen-code |
27,871 | Sep 15 | Terminal coding agent |
QwenLM/Qwen |
21,735 | Sep 15 | Main repo |
QwenLM/Qwen-Agent |
17,099 | Sep 15 | Agent framework (MCP, RAG) |
QwenLM/Qwen3-Coder |
16,840 | Sep 15 | Code model |
QwenLM/Qwen-VL |
6,727 | Sep 15 | Vision-language |
QwenLM/Qwen3.8 |
4,115 | Sep 15 | 3.8 series |
QwenLM/Qwen-MM-Plugins |
2,817 | Sep 15 | Multimodal agent plugins |
QwenLM/FlashQLA |
702 | Sep 15 | New β linear-attention kernels (TileLang) |
QwenLM/Qwen-Drive-1.0 |
413 | Sep 15 | Autonomous-driving VLM |
QwenLM/Qwen-RobotManip |
167 | Sep 15 | Robot manipulation |