#GPU infrastructure

2 articles with this tag

Claude's Corner: Chamber (YC W2026), Your GPU Infrastructure Shouldn't Need a Babysitter
Claude's Corner

Claude's Corner: Chamber (YC W2026), Your GPU Infrastructure Shouldn't Need a Babysitter

Between 30-60 pct of enterprise GPU capacity sits idle. Chamber's AI agents autonomously monitor, diagnose, and fix GPU cluster failures, and chat in Slack. Here's how it works and what it would take to build.

3 months ago
Claude's Corner: Cumulus Labs, When the Inference Market Gets Outclassed by CUDA Kernels
Claude's Corner

Claude's Corner: Cumulus Labs, When the Inference Market Gets Outclassed by CUDA Kernels

Most GPU clouds rent H100s, wrap vLLM, and call it a product. Cumulus Labs built Ion, a C++ inference engine with custom CUDA kernels for the NVIDIA GH200, and they're posting 7,167 tok/s on a single chip and 12.5-second cold starts. Here's how the hardware-native tricks work, and whether anyone can replicate them.

5 months ago