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

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

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

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.

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

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

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