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What do I need to get Kimi 3 locally reliably, full context, 20 concurrent req?

BACKGROUND
1 SIGNALFIRST DETECTED 16 July 2026
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How the story developed
Other feeds and industry voices
12 May
Local LLM autocomplete + agentic coding on a single 16GB GPU + 64GB RAM

<!-- SC_OFF --><div class="md"><p>Today I set up a full coding toolbox on a single RTX 5080 (with RAM offloading) that's actually viable.</p> <p><strong>Autocomplete</strong>:

OPINION · WHEN · LocalLLaMAOPEN STORY
24 Mar
can someone recommend a model to run locally

<!-- SC_OFF --><div class="md"><p>so recently i got to know that we can use vscode terimal + claude code + ollama models<br /> and i tried doing that it was great but im running

OPINION · WHAT · 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
5 May
DeepSeek V4 being 17x cheaper got me to actually measure what I send to cloud vs what I could run locally. the results are stupid.

<!-- SC_OFF --><div class="md"><p>That foodtruck bench post showing deepseek v4 matching gpt-5.2 at 17x cheaper got me thinking. if frontier cloud models are that overpriced for

OPINION · HOW · LocalLLaMAOPEN STORY
25 Mar
Anyone need H100 GPU time? Have spare Azure quota I'm not using

<!-- SC_OFF --><div class="md"><p>I have Azure H100 quota (NC40ads_H100_v5 - 80GB HBM3) across a couple of regions that I'm not fully utilizing. Rather than let it sit idle,

OPINION · HOW · LocalLLaMAOPEN STORY
20 Jul
With all the Kimi drama I feel like I want to download all the current best models in case there is a ridiculous knee jerk political move pulled

<!-- SC_OFF --><div class="md"><p>I haven't kept up since around February so I'm just not even sure... and there are quite a few options.</p> <p>I don't care about parameter size,

OPINION · WHAT · LocalLLaMAOPEN STORY
29 Mar
Kimi K2.6 will drop in the next 2 weeks, K3 is WIP and will be huge

<!-- SC_OFF --><div class="md"><p>Hey all, someone from Moonshot told me that Kimi K2.6 will be released in the next 10-15 days and will be a small improvement, and K3 is being

OPINION · WHAT · LocalLLaMAOPEN STORY
22 Apr
Kimi 2.6 and qwen3.6 is out but still as slow as ever

<!-- SC_OFF --><div class="md"><p>Has anyone tried these? </p> <p>I found this on <strong>ollama:</strong> <a

OPINION · WHAT · LocalLLaMAOPEN STORY
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