Speculative Decoding

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AdaPLD: Adaptive Retrieval and Reuse for Efficient Model-Free Speculative Decoding

 Quantization  Content type: Academic
arxiv.org·
Less-relevant results

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

 Quantization  Content type: Blog

defai-digital/ax-engine: Apple Silicon LLM runtime supporting Gemma 4 and Qwen 3.6 MTP modes

 🤖AI  Content type: Code
github.com··Hacker News

Making LLMs faster and more efficient across multiple languages

 💬LLMs
techxplore.com·

Here's a llama.cpp CLI Command builder.

 💬LLMs

Qwen 3.6 27B AutoRound GGUF, need your feedback

 Quantization
huggingface.co··r/LocalLLaMA

Google Gemma 4 12B: Architecture, Benchmarks, Access, and Hands-on Guide for Developers

 💬LLMs  Content type: Blog
analyticsvidhya.com·

a local Windows app for interview prep and mock practice

 📈Optimization
ofarwise.com··Hacker News

Measuring Embedding Drift: Why Hybrid Search Saves Stale Models.

 🎯Fine-Tuning
pub.towardsai.net
·

bigattichouse/packed-twin-inference: PTI achieves ~2× throughput using a single quantized model (Q5_K_M or better) by running 4 generation streams in one batched decode call. The GPU loads model weights once per step and produces 4 predictions simultaneously. KV cache overhead is ~0.8 GiB total for all 4 streams. No draft model. No quality loss

 💬LLMs  Content type: Code
github.com··r/LocalLLaMA

K-Forcing: Joint Next-K-Token Decoding via Push-Forward Language Modeling

 💬LLMs  Content type: Academic
arxiv.org·

MoQ GGUFs and GSQ: Low-Bit GGUFs Are About to Get Much Better

 Quantization  Content type: News  Content type: Blog

harshuljain13/llm-inference-at-scale: A Practitioner handbook for production llm serving.

 🤖AI  Content type: Code
github.com··Hacker News

[AINews] not much happened today

 📉Technical Analysis  Content type: News
latent.space
·

Imbuing Large Language Models with Bidirectional Logic for Robust Chain Repair

 🤖AI  Content type: Academic
arxiv.org·

[PoC] server: support requantizing kv cache by wadealexc · Pull Request #24134 · ggml-org/llama.cpp

 💬LLMs  Content type: Code
github.com··r/LocalLLaMA

not much happened today | AINews

 🤖AI
news.smol.ai·

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