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MLVC: Multi-platform Learned Video Codec for Real-World Deployment [P]

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1 SIGNALFIRST DETECTED 31 July 2026
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3 May
torch-nvenc-compress: GPU NVENC silicon as a PCIe bandwidth multiplier — PCA + pure-ctypes Video Codec SDK wrapper. Parallel-path overlap measured at 67% of theoretical max on a real GEMM + encode workload. [P]

<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1t2zy4h/torchnvenccompress_gpu_nvenc_silicon_as_a_pcie/"> <img alt="torch-nvenc-compress: GPU NVENC

OPINION · WHAT · MachineLearningOPEN STORY
30 Jun
MLVC: Multi-platform Learned Video Codec for Real-World Deployment

arXiv:2606.28027v1 Announce Type: cross Abstract: Neural video codecs have surpassed classical codecs in coding efficiency but remain impractical for deployment due to

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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
19 May
bytedance released an open source model that attempts to do just about anything with only 3b parameters

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1thkwgk/bytedance_released_an_open_source_model_that/"> <img alt="bytedance released an open source model

OPINION · WHAT · LocalLLaMAOPEN STORY
10 Apr
How are you handling KV cache memory pressure in production? HBM keeps filling up

<!-- SC_OFF --><div class="md"><p>Running Llama-3-70B with long contexts and hitting HBM limits constantly. 128K context burns approx 40GB just for KV cache — half the H100 gone

OPINION · HOW · LocalLLaMAOPEN STORY
26 Mar
Some thoughts on Dreamina Seedance 2.0 and why these updates are actually quite useful

<!-- SC_OFF --><div class="md"><p>I saw that Dreamina just launched Seedance 2.0 recently and I spent a few days testing it. Since I handle a lot of video content for my team, I

OPINION · HOW · ArtificialInteligenceOPEN STORY
7 May
Are local models becoming “good enough” faster than expected?

<!-- SC_OFF --><div class="md"><p>One thing we’ve been noticing lately is that a surprisingly large percentage of day-to-day AI workflows no longer seem to require frontier-scale

OPINION · WHAT · LocalLLaMAOPEN STORY
1 May
Tested the new Claude MCP that runs 30+ image and video models in one chat. 50 minutes vs 2.5 hours on the same brief

<!-- SC_OFF --><div class="md"><p>Until last week, generating an image inside Claude meant Claude wrote you a prompt. Then you copied it. Opened another tab. Pasted it into

OPINION · WHAT · ArtificialInteligenceOPEN STORY
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