A100 / H100 jobs
GPU Compute
Burst inference, embeddings, graph reranking, and materials model workloads with budget gates.$4.20 per GPU hourqueued runs
Configure GPUMaterials data · Model runtimes · Compute · Agents
MARC27
A workspace for finding materials resources, running model and compute jobs, and keeping the reasoning path visible from question to result.
Materials platform
Search materials. Run models. Manage compute.
One workspace, full evidence trail.
Question to cited answer
Search materials, run agent steps, keep citations attached.research.query("ODS alloys")semanticSearch(corpus)entity.neighbors()
Profiles, not cards
Models, datasets, workflows with I/O, limits, and launch paths.resource(slug)sections: I/O, limitsaddToProject()
Estimate before spending
Compare GPUs, dry-run costs, keep logs with the project.computeEstimate(input)submitJob(input)job.output
Everything through GraphQL
Projects, orgs, API keys, model access, MCP services.me { displayName }jobs(status)llmModels()
Platform resources
Choose the runtime, data, and compute for the next run.
Resource profiles explain what goes in, what comes out, what it costs, and what limits or citations matter before you launch.
ETL and light jobs
CPU Batch
Run parsers, corpus cleaning, provenance packing, and scheduled data jobs without burning GPU time.$0.18 per CPU hourworker pool
Stage batchProvider and project models
Model Runtime
Pick foundation, embedding, materials, and agent models with profile pages and launch paths.BYOK or platform keysfree and paid
Browse modelsMaterials datasets
Data Corpora
Activate NASA materials, papers, embeddings, and curated corpora as evidence-ready resources.Project activationR2 backed
Browse dataSearch
Materials records, corpus passages, resource metadata
Run
Model calls, compute jobs, deployments, workflows
Govern
Projects, organizations, API keys, provenance
Research teams
Search resources, run models or compute jobs, and keep citations, settings, outputs, and decisions attached to the project.
Open the workspacePlatform teams
Manage projects, organizations, API keys, model access, MCP services, and compute runners without hiding the backend contracts.
Talk to MARC27