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Insights, updates, and deep dives from the Nirvana Labs team.
Powering AI, blockchain, and
databases
Powering AI, blockchain, and
Insights, updates, and deep dives from the Nirvana Labs team.
There is no universal IOPS requirement for vector search. This guide shows how to size the engine, find the bottleneck and compare hosting at a fixed recall and latency target.
A practical comparison of cloud volumes, NKS with ABS, OpenEBS, Rook/Ceph and Portworx, with a test plan for sustained performance and application recovery.
Choose agent hosting by the work it preserves. Compare persistence, recovery, operating models and cost, with clearly scoped Nirvana benchmark evidence.
$250 in credit to start. $250 each way when you refer a team. Two or three months free on annual. They stack.
An agent harness turns a model's decisions into action: it runs the loop, executes each tool call, keeps the notes and calls time. The word is new, the thing is not. What changed in 2026 is that OpenAI, Vercel and LangChain started selling it.
LangChain: when a worker crashes, another worker picks it up from the latest checkpoint. There are two ways to build that. One creates in 80ms and loses everything since the last pause. The other starts slower and kept 5,501 of 5,501 checkpoints through an ungraceful kill.
If your storage bill is mostly meter, you paid the expensive way. Clouds price capacity cheap and meter IOPS on top: 60% of the bill at 20K IOPS, 84% at 80K, 91% on io2. Which workloads hit the meter, what it costs them, and whether yours should move.
Why Nirvana is the High Performance Storage Cloud: purpose-built ABS with 20,000 sustained IOPS included, benchmarks against gp3 and io2, who runs on it, and what opens in Q4.
Storage-backed sandboxes save you twice: on idle, and on work you never redo. Fast disks. Persistent workspaces. Isolated sandboxes. And you pay for the work once. Run your agents on Nirvana.
Nirvana is the best place to run your AI agents. Faster storage, a smaller bill, and more billable work out of the same agents.
