Inference

LLM inference, model serving, vLLM, TensorRT, latency

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Scoured 318 posts in 6.6 ms

MiMo-v2.5-Pro-UltraSpeed: 1T model with 1000 TPS

 🧠LLMs  Content type: Blog

GGUF vs GPTQ vs AWQ: The Plain-English Guide to LLM Quantization (and Which One to Pick)

 📊AI Models

KaiFelixBennett/gemma4-turboquant-rdna4: Run Gemma-4-31B at full 256K context on a $1,400 AMD RDNA4 GPU (gfx1201): TurboQuant KV cache + HIP-graph-safe Flash-Attention for llama.cpp, fully measured on real hardware.

 🧠LLMs  Content type: Code
github.com··Hacker News

RKSC: Reasoning-Aware KV Cache Sharing and Confident Early Exit for Multi-Step LLM Inference

 🧠LLMs  Content type: Academic
arxiv.org·

China's Xiaomi MiMo Is Now 15X Faster Than ChatGPT and Claude (4 minute read)

 🤖AI  Content type: News
decrypt.co·

Running Qwen 35B MoE at 450k Context on a Single 32GB GPU

 🤖AI

Unsloth Gemma 4 QAT

 🤖AI
unsloth.ai·

Here's a llama.cpp CLI Command builder.

 🧠LLMs

Domain-Specific Small Language Models (Manning)

 🤖AI
i-programmer.info·

What's in the Box? A Field Guide to AI Models

 📊AI Models  Content type: Blog
iankduncan.com·

Pruned YOLOv8 ONNX INT8 Fails: 3 Fixes That Work

 🤖AI  Content type: Blog  Content type: Discussion
tildalice.io·

google/gemma-4-31B-it · fix: chat template — null handling, reasoning preservation, turn-tag balance, input validation

 🧠LLMs

The latest Gemma 4 models use a training trick to slash their on-device memory footprint

 🤖AI
androidauthority.com·

Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks

 🤖AI

The hidden bottleneck in LLM inference and the impact on MLPerf benchmarking

 🧠LLMs
edn.com·

AI Serving Platform That Adapts to Your Model

 🔧MLOps  Content type: Blog
databricks.com·

Xiaomi MiMo-V2.5-Pro Just Hit 1,000 Tokens Per Second!

 🤖AI Agents
gizchina.com·

Running LLM Inference on Kubernetes: What It Actually Takes

 🧠LLMs  Content type: Blog
fairwinds.com·

libertywing/FlashMemory-Deepseek-V4: FlashMemory DS-V4 Retriever: a lightweight retriever that sparsifies DeepSeek-V4 CSA KV-cache. Weights available on Hugging Face.

 🤖AI  Content type: Code
github.com·

UniSVQ: 2-bit Unified Scalar-Vector Quantization

 🧠LLMs  Content type: Academic
arxiv.org·

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