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GLM 5.2 on 4x Sparks reasonable?

BACKGROUND
2 SIGNALSFIRST DETECTED 17 June 2026
Narrative synthesis pending — 2 signals collected.
How the story developed
19 Jun
System memory + gpu?
OPINION · WHAT · LocalLLaMA
17 Jun
GLM 5.2 on 4x Sparks reasonable?
OPINION · WHAT · LocalLLaMA
Other feeds and industry voices
8 Apr
Napkin math: KV cache for Llama 3.1 at 128K context is ~64GB per decode request, and that's after GQA

<!-- SC_OFF --><div class="md"><p>Every output token the model generates requires reading the entire KV cache from High Bandwidth Memory.</p> <p>Here's what that actually looks

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
10 Apr
How are you handling KV cache memory pressure in production? HBM keeps filling up

<!-- SC_OFF --><div class="md"><p>Running Llama-3-70B with long contexts and hitting HBM limits constantly. 128K context burns approx 40GB just for KV cache — half the H100 gone

OPINION · HOW · LocalLLaMAOPEN STORY
26 Mar
1 million tokens per second from a single cluster, what that actually means

<!-- SC_OFF --><div class="md"><p>Got Qwen 3.5 27B to 1,103,941 tok/s on 12 nodes with 96 B200 GPUs.</p> <p>At that rate you process 50,000 insurance policy documents in hours

OPINION · WHAT · singularityOPEN STORY
1 Apr
What models fit in 16gb vram for local agentic coding?

<!-- SC_OFF --><div class="md"><p>Currently using glm 4.7 flash, it’s very meh </p> <p>Heard omnicoder or Crow 9b are good, are they any better?</p> <p>Or Qwen3.5 27b?</p>

OPINION · HOW · LocalLLaMAOPEN STORY
1 Apr
Can I run 122B A10B on 3090 + 32GB ram?

<!-- SC_OFF --><div class="md"><p>I could fit the Q3 model not sure if it's worth over 27B ? </p> </div><!-- SC_ON --> &#32; submitted by &#32; <a

OPINION · WHAT · LocalLLaMAOPEN STORY
22 Apr
What speed is everyone getting on Qwen3.6 27b?

<!-- SC_OFF --><div class="md"><p>I'm getting ~13 tps on Q8_0, with a context window of 128000, K Q8_0, V Q8_0</p> <p>this is on 3x GPUS (1x2060super 8gb, 2x5060ti 16gb), via

OPINION · HOW · 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
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