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Inference provider tiers by Cache-hit rates, using openrouter data

BACKGROUND
1 SIGNALFIRST DETECTED 23 May 2026
Narrative synthesis pending — 1 signal collected.
How the story developed
Other feeds and industry voices
9 Apr
Cold start latency on GPU cloud platforms in 2026 — p99 specifically, not p50. Anyone have real data? [D]

<!-- SC_OFF --><div class="md"><p>doing infrastructure evaluation for inference workloads and running into the same problem everywhere: every platform publishes p50 cold start

OPINION · HOW · MachineLearningOPEN 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 Aug
Most Used OpenRouter Models Over Time

&#32; submitted by &#32; <a href="https://www.reddit.com/user/Which-Breadfruit-926"> /u/Which-Breadfruit-926 </a> <br /> <span><a

OPINION · WHAT · ArtificialInteligenceOPEN STORY
27 Mar
Google TurboQuant blew up for KV cache. Here’s TurboQuant-v3 for the actual weights you load first. Runs on consumer GPUs today.

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s5cggh/google_turboquant_blew_up_for_kv_cache_heres/"> <img alt="Google TurboQuant blew up for KV cache.

OPINION · WHEN · LocalLLaMAOPEN STORY
24 Mar
FlashAttention-4: 1613 TFLOPs/s, 2.7x faster than Triton, written in Python. What it means for inference.

<!-- SC_OFF --><div class="md"><p>Wrote a deep dive on <strong>FlashAttention-4 (03/05/2026)</strong> that's relevant for anyone thinking about inference performance.</p>

OPINION · WHAT · LocalLLaMAOPEN STORY
10 Sept
Are inference providers able to make any margins?

<!-- SC_OFF --><div class="md"><p>Spoke with many providers who lurk in this sub, plus met folks who work in inference.</p> <p>For a 10k monthly revenue, a provider was able to

OPINION · WHO · LocalLLaMAOPEN STORY
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LocalLLaMA

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