LLM Inference

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Machinic Psychopharmacology: Do LLMs Self-Medicate?

 🧠LLMs

Two Leaps to 1000 Tokens/s on a 1T-Parameter Model: On Inference Systems, Execution Boundaries, and Co-Design

 CUDA  Content type: Blog
tilert.ai··Hacker News

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

 🔬Deep Learning  Content type: Code
github.com··r/LocalLLaMA

NexusOS v2.0 – A zero-dependency pipeline streaming server chaos to Parquet

 🎒Backpacking

"North Mini Code"; open weights, 30B param, Canadian coding model

 🤖Data science  Content type: Blog

PoQ-Judge: A Multi-Architecture Evaluation Framework for Cost-Aware Proof-of-Quality in Decentralized LLM Inference

 🤖LLM  Content type: Academic
arxiv.org·

agentgateway Joins AAIF as an Open Gateway for Agentic AI Infrastructure

 🤖AI Agents  Content type: Blog
aaif.io··Hacker News

Releases · youssofal/MTPLX

 🤖Data science  Content type: Code
github.com··Hacker News

Making Local LLM Fast

 🪟Context Windows

1-bit and 1.58 bit LLM Benchmarking on Jetson Orin Nano Super | Bonsai LM

 🤖Data science
smolhub.com··r/LocalLLaMA

Teaching Diffusion to Speculate Left-to-Right

 🤖LLM  Content type: Academic
arxiv.org·

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

 🧠LLMs  Content type: Academic
arxiv.org·

LLM Research Papers: The 2026 List (January to May)

 💬Natural Language Processing  Content type: News

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

 🧠LLMs

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

 💬Natural Language Processing  Content type: Code
github.com··Hacker News

Why I care so much about energy per token

 🎯Fine-tuning  Content type: Blog
ziraph.com··Hacker News

Arconia for Spring Boot: DevEx, Observability, Multitenancy, GenAI, Cloud Native

 🏠Self-Hosting  Content type: Code
arconia.io··Hacker News

Fine-tuning Multi-modal LLMs with ART: Art-based Reinforcement Training

 🎯Fine-tuning  Content type: Academic
arxiv.org·
Less-relevant results

I rebuilt the same SaaS plumbing four times. So I built the thing I wish existed.

 🚀Bootstrapping  Content type: Blog

LLM AI Chatbots are letting me down every single day

 💬Natural Language Processing

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