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wire 2026-09-18
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GGUF offset corruption fixed, vLLM restores Dynamo KV metadata

By RepoJournal · Filed · About Local LLMs · Composed from the cited sources · methodology

llama.cpp now aligns the GGUF data section relative to the GGUF start, ending silent tensor corruption for files embedded at non-aligned offsets, while vLLM and sglang both shipped infrastructure fixes that unblock external consumers and lock contention.

gguf : align the data section relative to the GGUF start, not the file (#28993) ggml-org/llama.cpp

by Yuri Khrustalev

gguf_init_from_file_ptr padded the data section from file offset 0 rather than the GGUF's own start, so a GGUF embedded at an offset that was not a multiple of the alignment loaded without error and returned wrong tensor data; the same commit adds llama_adapter_lora_init_from_file_ptr and disables mmap with a warning for embedded data.

[Bugfix] Restore KV cache metadata GET method for external event consumer vllm-project/vllm

by wzhao18

get_kv_cache_group_metadata was deleted as dead code but is still called by external event consumers such as Dynamo, so the call is restored; the same fix reports the effective scheduler KV block size, after Kimi K3 DCP8 emitted 12,288-token MLA blocks while metadata advertised 1,536 and Dynamo rejected those events.

[Router] Shard the cache-aware KV tree by chain root sgl-project/sglang

by Kangyan-Zhou

The in-process HashTree behind --cache-prefix-provider radix_tree held one process-wide RwLock, so every BlockStored and BlockRemoved event blocked each routing match_prefix; the tree is now split into 32 shards keyed by the chain's root block hash.

mlxrunner: Release freed KV buffers during speculative decode ollama/ollama

by Jesse Gross

The decode loop only released MLX's pool of freed buffers when the token count landed exactly on a multiple of 256, but speculative decoding emits several tokens per round, so most rounds stepped over the boundary and long-context KV cache growth left several GB of buffers unreclaimed.

x/transfer, server: tighten redirect handling for registry requests ollama/ollama

by pdevine

Registry and blob transfers now validate redirect target scheme and resolved addresses before following, re-check DNS on each redirect, and refuse to follow a redirect that switches an https session to plain http; --insecure still relaxes address checks for private registries but no longer scheme checks.

vulkan: raise the hoisted row-id limit for mul_mat_id from 256 to 512 experts (#28501) ggml-org/llama.cpp

by drluoto

count_experts.comp sized its shared arrays with BLOCK_SIZE (256), which switched row-id hoisting off above 256 experts and forced every mul_mat_id workgroup to rescan the whole ids tensor; the limit is now 512, covering 512-expert models like Qwen3.8-Flash-Next that had been running on the slow path.

[Bugfix][DSv4.1] Fix FlashInfer DSpark non-causal attention vllm-project/vllm

by WoosukKwon

DSpark's non-causal draft window carries 133 valid keys at draft length 5 padded to 256 indices, and the DSV4.1 FlashInfer integration passed the padded width as the active sparse length, so padding entered softmax normalization: a constant-value reference expecting 1 returned 0.51953125, or 133/256. The fix uses the valid SWA length while keeping FlashInfer's 128-column minimum.

ci : add API/ABI check to make-release workflow [no ci] (#28947) ggml-org/llama.cpp

by Daniel Bevenius

The make-release workflow gains an API/ABI compatibility check that fails the release on breaking changes between versions; it can be skipped when needed because it takes time.

Quick answers

What shipped in Local LLMs on September 18, 2026?
llama.cpp now aligns the GGUF data section relative to the GGUF start, ending silent tensor corruption for files embedded at non-aligned offsets, while vLLM and sglang both shipped infrastructure fixes that unblock external consumers and lock contention. In total, 117 commits, 117 pull requests, and 10 releases landed.
Who contributed to Local LLMs on September 18, 2026?
18 developers shipped this update, including dhiltgen, pdevine, hoyyeva, Jesse Gross, Yuri Khrustalev, Daniel Bevenius, Benjamin Babik, and Kartik Gulia, and 10 more.
What were the notable Local LLMs updates?
gguf : align the data section relative to the GGUF start, not the file (#28993), [Bugfix] Restore KV cache metadata GET method for external event consumer, and [Router] Shard the cache-aware KV tree by chain root.