RUNLOCALAIv38
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RUNLOCALAI

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Some links on this site are affiliate links (Amazon Associates and other first-class retailers). When you buy through them, we earn a small commission at no extra cost to you. Affiliate links do not influence our verdicts — there are cards we rate highly that we don't have affiliate relationships with, and cards that sell well that we refuse to recommend. Read more →

SYS · ONLINEUPTIME · 100%2026 · operator-owned
RUNLOCALAI · v38
[LIVE]OPERATOR FEED · 5 ITEMS

Pulse

What changed for operators. Hardware. Runtimes. Models. Pricing. What to do about it. Not generic news.

MODEL1w ago· 4 entities linked

DeepSeek V4 ships open weights — frontier reasoning at MoE serving cost

DeepSeek released V4 model weights under their permissive commercial-friendly license. The model is a Mixture-of-Experts at trillion-parameter total scale with ~37-50B active parameters per token. Capability lands within 20 ELO points of GPT-5 mini on reasoning benchmarks (AIME, …

RUNTIME1w ago· 3 entities linked

vLLM 0.7.x lands prefix cache improvements — 12-18% TTFT reduction

vLLM 0.7.0+ ships meaningful prefix cache improvements. On multi-tenant workloads with shared system prompts (chatbots, customer-facing API gateways with templated preamble), expect 12-18% TTFT reduction vs 0.6.x at the same configuration. The cache hit rate is now reported in th…

PRICING1w ago· 4 entities linked

NVIDIA B200 production ramps — used H100 SXM softens to ~$22-25k

NVIDIA B200 production volumes increased through Q1 2026, driving spot availability across hyperscalers and Tier-2 cloud providers. Secondary effect: used H100 SXM market softened from peak $40k+ to $22-25k for clean used cards with documented service history.…

INDUSTRY2w ago· 3 entities linked

Qwen 3 235B-A22B confirmed under Apache 2.0 — commercial deployment unlocked

Alibaba confirmed Qwen 3 235B-A22B (the 235B-total / 22B-active MoE flagship) ships under Apache 2.0 — fully permissive commercial use. This makes it the largest open-weight model with truly permissive licensing, surpassing DeepSeek V3 (which has additional terms in the DeepSeek …

RUNTIME2w ago· 5 entities linked

ROCm 6.4 reaches vLLM feature parity on MI300X — production AMD viable

AMD's ROCm 6.4 release closes the remaining vLLM feature gaps for MI300X production deployments: continuous batching, prefix caching, FP8 quantization paths, and tensor-parallel sharding now match the CUDA implementation within 5-10% throughput. SGLang support also reached parity…

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