Context vs. Memory Engineering in Agentic AI Systems
Compression on Arrival Tool outputs should be compressed after a call returns, not after the window fills.
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Compression on Arrival Tool outputs should be compressed after a call returns, not after the window fills.
While reading some marketing material on a technical product (something to do with automotive ECU security), the company states a fact to which I question the validity. They state:...
Context windows are becoming a computational bottleneck. The longer an agent runs, the more tokens accumulate from retrieved documents, reasoning traces and conversation history, a...
In this tutorial, we explore how to apply post-training quantization to an instruction-tuned language model using llmcompressor. We start with an FP16 baseline and then compare mul...
Product images are the static resources with the largest reverse overseas online shopping traffic. The original images of Taobao products are large in size, which leads to slow loa...
The cover image on this page is about 20 KB. The file I made was 70 KB. 🤔 Why That is three times bigger than it needs to be — for a file whose only job is to load...
How to Compress Images in the Browser with Canvas API Every image you upload to a "free" online compressor is sent to a server — often without you knowing what happens to it afte...
The real story behind 'Backrooms' and Issa Rae's 'Screen Time' is compression — the craft of concentrating audience attention into a window short enough to make something feel esse...
Hikvision has launched Guanlan Encoding, an AI-powered video compression technology. According to the company, the new release delivers 30%–50% average storage savings without comp...
New AI compression technology targets always-on devices by significantly reducing memory and transmission overhead, helping wearables and edge systems extend battery life while ret...
Why your phone, your clinic, and your factory floor are about to run AI that used to need a data centreContinue reading on Medium »
In 1995, a Dutch television repairman named Jan Sloot claimed he had cracked something impossible: a way to store an entire feature film in a single kilobyte of data, less than the...
The KV cache now outweighs model weights at long context. Here's how TurboQuant, OSCAR, and EpiCache each attack that memory bottleneck — and why they're more complementary than co...
Long-context inference has made the KV cache one of the main bottlenecks in serving large language models.Continue reading on Medium »
Stop wasting storage on ISOs: CHDroid converts your retro games to compressed CHD files.
Привет, Хабр! Меня зовут Павел, я ведущий разработчик. В этой статье расскажу про Kafka, consumer groups, lag, offset commit и встроенное сжатие сообщений. Не в формате “что такое...
The LLVM project will begin offering Zstd-compressed archives of their binaries in addition to the existing XZ-compressed releases. LLVM developers are finding Zstd working out gre...
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