Scientific Computing on PYRAX
Scientific computing powers simulation, genomics, climate modeling, and drug discovery — HPC workloads that are compute-starved, expensive, and increasingly demand reproducibility and secure collaboration on sensitive data. PYRAX opens supercomputer-class capacity through PYRAX Compute's pooled GPUs and ShardedExecutor, binds every run to a ComputeReceipt for reproducibility, and uses compute-to-data so institutions can jointly analyze private cohorts without ever sharing the raw data.
The market
Source: MarketsandMarkets, 2024. Figures are indicative and provided for context.
What's broken today
How PYRAX transforms it
Concrete network elements mapped to this business.
PYRAX Compute pooled HPC + ShardedExecutor
Large simulations shard across cohorts of consumer and datacenter GPUs, giving labs elastic, supercomputer-class capacity billed at 8 PYRX/CU without a cluster allocation.
ComputeReceipt reproducibility
Each run emits a receipt pinning the code, inputs, seeds, and environment, so a result can be independently re-executed and verified — the missing link for reproducible science.
Compute-to-data collaboration
Institutions run shared models against each other's private datasets in place, enabling federated genomics or multi-site trials with no raw data ever leaving its owner.
Content-addressed data & code
Datasets, containers, and analysis code are addressed by hash, giving every paper an immutable, citable, verifiable computational artifact.
Escrow-metered grant spend
Grant funds escrow per job and release against verified receipts, producing a transparent, auditable trail of exactly what compute each result cost.
Buildathon: dApp ideas
Ship-ready concepts for scientific computing on PYRAX.
SimGrid
01Elastic HPC broker that shards simulations across pooled GPUs and bills per verified CU.
ReproPaper
02Reproducibility registry pairing each publication with a ComputeReceipt and content-addressed artifact.
FedGenome
03Federated genomics platform that runs models across hospitals' private cohorts via compute-to-data.
GrantLedger
04Grant-management dApp that escrows funds per run and produces an auditable compute-spend trail.
MolSearch
05Distributed drug-discovery screen that fans docking jobs across the PYRAX Compute pool.
ClimateProof
06Climate-model runner that publishes ZK-verifiable results others can trust without re-running.
PeerCompute
07Idle-cluster sharing network where research groups trade unused GPU-hours peer-to-peer.
DataCite
08Content-addressed dataset citation service giving every corpus an immutable, verifiable reference.