vLLM / Ollama
Self-hosting and inference with vLLM, Ollama, and local model runners.
Rust's borrow checker reaches CUDA — and the cost is zero
NVIDIA & Hugging Face's cuTile Rust: borrow-checked CUDA at 96% cuBLAS; Grout decoder matches vLLM at batch-1 on B200.
cuTile Rust at 96% cuBLAS — Grout's engine wins need context
cuTile Rust carries Rust ownership to CUDA kernels. Grout hits 96% of cuBLAS — with vLLM/SGLang prefix caching off.
The parity fix that quietly resets your profiling baseline
llama.cpp b9437: -fa auto added to llama-bench, -ngl default flips to -1. What changes and who's affected.
v0.22.0: the chips sat idle while the front end was choking
vLLM v0.22.0 ships --api-server-count, a DP Supervisor, and three LB topology modes. Annotated explainer for operators.
4 GitHub stars, voice interviews with Ollama: that's GrillKit
Apache 2.0 interview trainer with Whisper voice input, Ollama or cloud LLM support, and local session history. No SaaS, no registration required.
RDNA3 cuts llama.cpp KV VRAM 47% — and CUDA has no equivalent
RDNA3 bit-packing cuts llama.cpp KV VRAM 47% on RX 7900. Flags, VRAM math, and TurboQuant for 4.9× compression.
llama-bench skipped FA on capable GPUs — b9437 corrects it
llama.cpp b9437 (May 30): -fa goes auto, -ngl to -1 in llama-bench. Your pre-b9437 comparisons need a flag audit.
459 Commits Into vLLM 0.22.0 — What Moves the Needle
459 commits, a dedicated DeepSeek V4 package, Rust frontend, and an rc0 that's one CI fix. What matters and what doesn't.
vLLM v0.21.0 Production Update: KV Offload and Multi-Server Port Bug
v0.22.0 doesn't exist yet. v0.21.0 ships KV offload, spec decode, and a multi-server port bug still under review.
A Crafted Host Header Bypasses Auth in Your AI Agent Stack
Starlette BadHost (CVE-2026-48710): a crafted Host header bypasses auth middleware. Unproxied AI agents at highest risk.
vLLM RC3 Fixes a Hard-Coded 60s Timeout — What to Configure
RC3 patches a hard-coded 60s startup timeout in vLLM's multi-API-server subsystem — here's what changed and what operators must configure.
BadHost's CVSS 6.5 Understates the Real Risk for MCP Servers
CVSS 6.5 misses the mark. Why MCP servers and proxy-less AI agent stacks face disproportionate exposure from BadHost.
vLLM 최신은 v0.21.0, 포트 버그는 아직 미해결
v0.22.0 doesn't exist yet. v0.21.0 ships KV offload, spec decode, and a multi-server port bug still under review.
Starlette BadHost, 프록시 없는 AI 에이전트 인증을 우회한다
Starlette BadHost (CVE-2026-48710): a crafted Host header bypasses auth middleware. Unproxied AI agents at highest risk.
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