# Parasail Blog

Product updates, engineering deep dives, and thought leadership from the Parasail team.

## Articles

### [Parasail to Combine NVIDIA AI Infrastructure with d-Matrix Accelerators to Achieve 10x Faster Token Generation](/content/blogs/parasail-d-matrix-accelerators/index.html)  
Parasail to deliver faster, more cost-efficient tokens by pairing NVIDIA Hopper and Blackwell GPUs with d-Matrix Corsair accelerators.  
*Published on*: July 8, 2026  
*Category*: Product

### [Beyond the frontier: How to build a defensible AI inference infrastructure](/content/blogs/defensible-ai-inference-infrastructure/index.html)  
Closed model dependency is becoming structural liability. Here's the framework for building a reliable AI inference architecture.  
*Published on*: July 6, 2026  
*Category*: Product

### [Faster autoscaling for vLLM: Restoring from snapshots instead of starting cold](/content/blogs/cutting-cold-start-latency-snapshotting/index.html)  
Cold-start latency is one of the biggest bottlenecks when scaling inference. Parasail's model snapshotting saves and restores CPU and GPU process state to bring vLLM replicas online 3-5x faster than rebuilding from scratch.  
*Published on*: June 29, 2026  
*Category*: Engineering

### [Most inference commits are broken. Here's how we fixed ours.](/content/blogs/inference-commits-are-broken/index.html)  
Most inference commits lock you to hardware you'll outgrow and a model you'll want to swap. We structured Parasail's commit around dollars of inference, not a SKU, so it flexes as your usage and the frontier change.  
*Published on*: June 22, 2026  
*Category*: Product

### [The idle GPU tax: What it is, why it’s getting worse, and how you can fix it](/content/blogs/idle-gpu-tax/index.html)  
Learn what the idle GPU tax is, what it costs, and how usage-based billing on dedicated endpoints helps you avoid it altogether.  
*Published on*: June 18, 2026  
*Category*: Engineering

### [Parasail and Neuralwatt: More Inference from Every Watt](/content/blogs/neuralwatt-parasail-partnership/index.html)  
Neuralwatt's energy intelligence is now running in Parasail's fleet, routing compute to the most efficient GPUs and pulling more inference out of every watt.  
*Published on*: June 10, 2026  
*Category*: Product