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Round-Robin with llama-server?

BACKGROUND
1 SIGNALFIRST DETECTED 1 September 2026
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How the story developed
1 Sept
Round-Robin with llama-server?
OPINION · WHAT · LocalLLaMA
Other feeds and industry voices
29 Mar
Are there ways to set up llama-swap so that competing model requests are queued ?

<!-- SC_OFF --><div class="md"><p>Hello everyone:) as the title says, I am looking to provide a 48gb workstation to students as an API endpoint. I am using litellm currently and

OPINION · WHO · LocalLLaMAOPEN STORY
13 Apr
FYI, Step 3.5 Flash has better perf and context is 1/4 the price in llama.cpp

<!-- SC_OFF --><div class="md"><p>So i recently updated LMstudio after a long pause and updated my llama.cpp runtimes too.. i was shocked.. i thought maybe something like

OPINION · WHAT · LocalLLaMAOPEN STORY
18 May
Llama-server: is it bleeding to CPU/RAM?

<!-- SC_OFF --><div class="md"><p>Is there an easy way to know if a model is using CPU/RAM (and not only GPU/VRAM)?<br /> (I think standard verbose output, which got shorter, says

OPINION · WHO · LocalLLaMAOPEN STORY
9 May
potentially stupid problem trying to llama-bench Qwen3.6-27B across two V100s in llama.cpp

<!-- SC_OFF --><div class="md"><p>this is almost certainly a skill issue, however:</p> <p><code>./llama-bench -hf unsloth/Qwen3.6-27B-GGUF:Q8_0 -sm tensor -ngl 999 -t 1

OPINION · WHAT · LocalLLaMAOPEN STORY
28 Apr
Load balancer for vLLM server instances?

<!-- SC_OFF --><div class="md"><p>Hello all, the docs for the vLLM production stack suggested <a

OPINION · WHAT · LocalLLaMAOPEN STORY
5 May
MTP on strix halo with llama.cpp (PR #22673)

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1t4uj9h/mtp_on_strix_halo_with_llamacpp_pr_22673/"> <img alt="MTP on strix halo with llama.cpp (PR #22673)"

OPINION · WHAT · LocalLLaMAOPEN STORY
1 May
Running llama.cpp on Snapdragon Hexagon NPU seems promising

<!-- SC_OFF --><div class="md"><p><a

OPINION · WHAT · LocalLLaMAOPEN STORY
3 May
Does running a model (like qwen3.6-27b) on vllm or transformers use less VRAM than llama.cpp?

<!-- SC_OFF --><div class="md"><p>I have been using llama.cpp to run some models recently. For example, I've been running GLM-4.7-Flash with this command <code>.\llama-server.exe

OPINION · HOW · LocalLLaMAOPEN STORY
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