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Cross-Platform Fused MoE Dispatch in Triton: Portable Expert Routing Without CUD

BACKGROUND
1 SIGNALFIRST DETECTED 27 May 2026
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11 May
A hackable compiler to generate efficient fused GPU kernels for AI models [P]

<!-- SC_OFF --><div class="md"><p>The modern ML (LLM) compiler stack is brutal. TVM is 500K+ lines of C++. PyTorch piles Dynamo, Inductor, and Triton on top of each other. I built

OPINION · HOW · MachineLearningOPEN STORY
27 Apr
Alignment Makes Models More Decisive Without Making Them More Truthful

<!-- SC_OFF --><div class="md"><p>&#x200b;</p> <p>## Abstract</p> <p>Post-training makes language models more decisive without necessarily making them more accurate — and we find

OPINION · HOW · ArtificialInteligenceOPEN STORY
24 Mar
Built an open-source LLM router for consumer GPUs — routes queries to domain specialists (code/math/medical/legal) using a 1.5B router model [GitHub]

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s2e0d5/built_an_opensource_llm_router_for_consumer_gpus/"> <img alt="Built an open-source LLM router for

OPINION · HOW · LocalLLaMAOPEN STORY
28 May
Zai replaced the network architecture running GLM-5.1 inference and the gains are pretty wild

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1tq35a0/zai_replaced_the_network_architecture_running/"> <img alt="Zai replaced the network architecture

OPINION · WHAT · LocalLLaMAOPEN STORY
2 Apr
Self-Routing: Parameter-Free Expert Routing from Hidden States

arXiv:2604.00421v1 Announce Type: new Abstract: Mixture-of-Experts (MoE) layers increase model capacity by activating only a small subset of experts per token, and typically rely

REPORT · HOW · ArXiv CS.AIOPEN STORY
20 Oct
DeepSeek Open-Sourced the Engine Behind Its API. It Ships Without a KV Cache System

<ul> <li> <strong>Book:</strong> <a href="https://www.amazon.com/dp/B0GX2SQ594" rel="noopener noreferrer">System Design Pocket Guide: Interviews</a> </li> <li> <strong>Also by

REPORT · WHAT · Dev.toOPEN STORY
30 Jul
MLVC: Multi-platform Learned Video Codec for Real-World Deployment [P]

<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1vb3xwd/mlvc_multiplatform_learned_video_codec_for/"> <img alt="MLVC: Multi-platform Learned Video

OPINION · WHAT · MachineLearningOPEN STORY
5 Aug
Monodratic: learned product-hash routing for sparse causal attention [R]

<!-- SC_OFF --><div class="md"><p>Hi everyone,</p> <p>I'm an independent researcher sharing Monodratic, a sparse causal-attention architecture with learned product-hash

OPINION · WHO · MachineLearningOPEN STORY
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