PulseAugur
EN
LIVE 17:55:26

RTX 5080 achieves 13 tok/s with 61K context on Qwen3.8-27B

A user on Reddit's r/LocalLLaMA subreddit detailed their experience tuning the Qwen3.8-27B model on an RTX 5080 with 16GB of VRAM. They achieved impressive token generation speeds of over 13 tokens/second with context lengths nearing 50,000 to 61,000 tokens. This was accomplished by selectively offloading some model layers to the CPU while keeping attention and KV cache on the GPU, a technique that significantly boosted performance compared to full GPU offload or other multi-threading approaches. AI

IMPACT Demonstrates advanced local LLM tuning techniques for consumer hardware, enabling deeper context windows and faster inference.

RANK_REASON User-driven optimization of an existing model on consumer hardware.

Read on r/LocalLLaMA →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

RTX 5080 achieves 13 tok/s with 61K context on Qwen3.8-27B

How we ranked this

Signal score
4 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
User-driven optimization of an existing model on consumer hardware.
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
infra, model release
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
Breaking (< 6h)
Fresh story with cross-source coverage still developing. Ranking may shift as more sources report.

Full methodology in our editorial standards.

COVERAGE [1]

  1. r/LocalLLaMA TIER_1 English(EN) · /u/nofuture09 ·

    First local-LLM tuning attempt: Qwen3.8-27B true Q4_K_M at 13.2 tok/s near 50-61K context on RTX 5080 16GB

    <!-- SC_OFF --><div class="md"><p>This was my first serious attempt at tuning a local LLM. I started because Qwen3.8-27B IQ3 was fast on my RTX 5080 but the coding quality disappointed me, and the Q4 profiles I tried in LM Studio were much slower than reports here.</p> <p>Hardwar…