Project
Open-source library for fast, memory-efficient LLM inference and serving, supporting diverse hardware like GPUs, TPUs, and Gaudi.
Reflection AI's Beam coding model computes 23B parameters per token but keeps all 501B in memory, according to AWS and Hugging Face. Self-hosting it starts from a roughly 1 TB BF16 checkpoint and multi-GPU sharding.
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Spotify launched LLM podcast recommendations in January 2026 on lower-tier GPUs because vLLM's beam search left high-end hardware underused. Its post on a collaboration with NVIDIA on TensorRT LLM starts from that constraint.
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IBM says its Granite Switch 4.1 8B and 30B models run chat, a decision adapter, a guardian adapter and speech recognition in about one base model's VRAM. The memory claim is IBM's own, so any GPU saving depends on what a team serves today.
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nFOX Lab plans to release Blockhouse, a kernel-level sandbox that removes a self-hosted AI model's privileges by default, under the Apache 2.0 license. For now it is available as a beta for qualified enterprise evaluations.
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EcoHash reports that one vLLM flag took Qwen3.8-27B on a single RTX Pro 6000 from 999.9 to 1954.0 output tokens/sec. The figure comes from its own production config on vLLM 0.27.1, so it is one team's measurement on its own workloads.
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JFrog disclosed an unauthenticated remote code execution flaw in LMCache's multiprocess mode, CVE-2026-105192, rated CVSS 9.8 with no patch. A public proof of concept exists, so any deployment that exposes the cache server to a network needs access limits or the mode turned off.
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Coinbase says a Qwen3.5-9B model post-trained for under $100 beat Claude Opus 4.5 on its Onramp fraud benchmark. The figures are Coinbase's on private data; the reusable parts are the label-based reward and the tier-only, block-only harness.
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vLLM 0.32.0rc0 sets the --allowed-origins default to an empty list, where 0.31 and every release back to 0.6 allowed all origins. A dev.to write-up says browser UIs on another origin will break on upgrade while server-side clients keep working.
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Chainguard says its Mythos harness found a vLLM flaw, left in the public tracker for four months, that lets one client force another client's output. Versions before v0.31.0 are affected, and nothing is logged when the forced answer returns.
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Serving a 70B model takes about 141 GB of GPU memory for weights at 16-bit, 73 GB at FP8 and 40 GB at 4-bit, according to a dev.to post. Fine-tuning takes about 50 GB with QLoRA and 1.1 TB with full AdamW. The post maps both onto GPU setups and hourly rental prices.
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SparseEngine's paper reports about 10x vLLM decode throughput at each system's largest tested batch size, but 1.5x to 2.6x at matched batch sizes. Plan on the matched range. The paper measured it with Quest and OmniKV.
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vLLM's --api-key guards four path prefixes, so /invocations, /tokenize and /pause answer without a key. The server also binds every interface by default, so a dev.to walkthrough puts it on localhost behind an allowlist proxy.
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Qwen released eight open-weight Qwen3 models, two MoE and six dense, that each support thinking and non-thinking modes. On the model card, one chat-template argument, enable_thinking, picks the mode and defaults to True.
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NVIDIA's DCGM exporter gives every pod sharing a GPU the same reading, so three pods sum to 300% of one card, The New Stack reports. Platform teams sharing GPUs must build their own per-pod metrics and cost-split rules.
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NVIDIA and Princeton's Dao AI Lab cache SSM inputs instead of state, targeting a decode step where SSM layers are the largest component up to 100K tokens. ReplaySSM is already integrated into TensorRT-LLM, vLLM and FlashInfer, NVIDIA says.
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Aleph Alpha published Kolibri, a 78B-parameter English and German mixture-of-experts model, under Apache 2.0 with about 3.46B parameters active per token. Teams that cannot send prompts to outside servers can host it themselves if they pay for the GPUs.
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Two of n8n's three September advisory batches, at least 26 advisories in all, have no CVE IDs, a dev.to post reports. A green scanner report on a self-hosted instance says little until someone checks the version by hand.
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vLLM published more than 30 security advisories on GitHub between 12 September and 9 October, most without a CVE ID, a dev.to author reports. The author's five OSV.dev lookups came back empty, so a clean scanner run says little about any server below 0.31.0.
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Tencent has open-sourced its Hy-MT2 translation models for 33 languages, with the smallest compressed to 440 MB to run on devices. The claim that the small model beats Microsoft's API is Tencent's own, so teams paying per call have a candidate to test.
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JFrog disclosed CVE-2026-105192 on October 7, an unauthenticated code-execution flaw rated 9.8 in LMCache's multiprocess server that has no fixed version. Other machines cannot reach a server left on the localhost default, but caches shared across nodes are bound to routable addresses.
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Security · September 29, 2026 · Confirmed2 publishers
Build · October 3, 2026 · Confirmed6 publishers
Invest · October 2, 2026 · Confirmed3 publishers
Build · August 20, 2026 · Confirmed2 publishers
Build · August 25, 2026 · Confirmed3 publishers