{"resourceId":"nvidia-dsx-maxlps-overview-docs-2026","versions":[{"version":"external-065051557cb29b36d65bba0d4456f1ee4fc2aecd8caa7f1eb3df9235436033be","resource":{"id":"nvidia-dsx-maxlps-overview-docs-2026","title":"NVIDIA DSX MaxLPS overview: MaxP vs MaxQ vs MaxLPS and illustrative 1.35x tokens","organization":"NVIDIA","sector":"AI factory documentation","geography":"Global (vendor docs)","publishedAt":"undated docs page (retrieved 2026-09-19)","publicationDate":null,"eventDate":null,"sourceName":"NVIDIA DSX Documentation","sourceLabel":"Vendor product documentation","sourceUrl":"https://docs.nvidia.com/dsx/maxlps/overview","evidenceClass":"vendor-claim","outcomeClass":"emerging","topics":["infrastructure","operating-model","governance-procurement"],"finding":"Official DSX MaxLPS overview defines MaxLPS as coordinating facilities/site design, Dynamic Power Software (DPS), and advanced perf/W techniques to maximize throughput per megawatt in a fixed site-power envelope, claiming up to 40% more GPUs in that envelope. It contrasts static MaxP/MaxQ GPU settings with factory-wide dynamic MaxLPS, and shows an illustrative Vera Rubin NVL72 inference scenario of 400 GPUs per 1 MW and 1.35x token throughput vs MaxP (PUE 1.1), while stating Vera Rubin testing remains in progress. Emphasizes planning for 45C cooling even when Day-1 training mixes offer less headroom than inference.","sledRelevance":"Clarifies product taxonomy for SLED facilities evaluating MaxLPS after Sep 18 Lambda PoC coverage: distinguishes marketing densification from design prerequisites (45C, lifecycle fill). Newly archived docs page; treat illustrative 1.35x/400 GPU/MW as planning graphics, not measured customer results.","evidence":"MaxP/MaxQ/MaxLPS mode comparison; up-to-40% more GPUs claim; 45C cooling callout; illustrative 1 MW scenario 400 GPUs / 1.35x tokens vs MaxP; note Vera Rubin testing in progress; stack diagram across facilities/hardware/infra software/platform software.","architectureImplications":"Design power, cooling, and network for MaxLPS target GPU count even if Day-1 population is lower; DPS reclaim is necessary but not sufficient without facilities readiness.","governanceImplications":"Label overview graphics as illustrative; require site pilots before budgetizing 40% or 1.35x.","securityPrivacyImplications":"Not addressed.","caveats":"Vendor docs; undated page; illustrative scenario; Rubin testing in progress disclaimer on the same page.","streamIds":["nvidia"],"roles":{"sales":"Use the MaxP/MaxQ/MaxLPS taxonomy to stop buyers from treating MaxLPS as a GPU BIOS toggle. Anchor on fixed site-power envelope and 45C design readiness, and present the 400 GPU/MW and 1.35x figures as illustrative planning aids—pair with measured PoCs before any capacity commitment in a proposal. Keep claims bounded to the inspected evidence and require site-matched proof before any capacity or interconnect commitment.","engineering":"Fit for teams writing AI-factory design guides. Integrate facilities targets, DPS, and workload perf/W levers. Prerequisites: PUE assumptions, cooling inlet plan, telemetry. Proof of value: site-specific model replacing the illustrative 1 MW graphic with metered envelopes. Document configuration pins and failure modes so the next upgrade cannot silently invalidate the measured result. Document configuration pins and failure modes so the next upgrade cannot silently invalidate the measured result.","delivery":"Delivery is a design-standards update: adopt MaxLPS checklist, defer irreversible low-temp chiller decisions, document Day-1 versus lifecycle fill. Ownership: facilities architecture. Risks: training-heavy Day-1 blocks densification; overview mistaken for validation evidence. Record acceptance evidence in the program archive so later editions can cite what was actually proven. Record acceptance evidence in the program archive so later editions can cite what was actually proven."},"roleDetails":{"sales":{"customerProblem":"Buyers confuse static MaxQ settings with factory-wide MaxLPS densification claims.","stakeholders":["facilities","platform","procurement"],"discoveryQuestions":["Is 45C DLC in the design?","What PUE assumption are you using?","Do you have a measured PoC beyond the overview graphic?"],"valueHypothesis":"MaxLPS-ready design can raise lifecycle tokens/MW inside a fixed envelope if illustrative figures stay labeled as such.","potentialEngagement":"MaxLPS taxonomy workshop plus site illustrative-to-actual model.","unsupportedClaims":["1.35x tokens guaranteed","400 GPUs/MW universal","Rubin MaxLPS fully validated"]},"engineering":{"fit":"Design-phase AI factories; weak as sole evidence for production densification.","architectureIntegration":"Facilities + DPS + workload perf/W stacked under fixed MW.","prerequisites":["cooling target","power telemetry","network sized to target GPU count"],"constraints":["Illustrative graphics","Rubin testing in progress","Day-1 mix dependency"],"security":"N/A in source.","proofOfValue":["Replace illustrative MW model with site meters","Cooling inlet achieved","DPS policy pilot"]},"delivery":{"work":"Update design standards and pilot plan; keep overview as reference only.","dependencies":["MEP","NVIDIA DSX SE","platform"],"ownership":"Facilities architecture lead.","skillsAdoption":"Teach MaxP/MaxQ/MaxLPS vocabulary to capital projects teams.","governanceCheckpoints":["Illustrative figures footnoted","No budget lock on 40%","45C gate"],"acceptanceCriteria":["Checklist adopted","Site model filed","Pilot scheduled"],"risks":["Docs treated as measurement","Training mix blocks fill","Cooling retrofit cost"]}},"retrievedAt":"2026-09-20T03:07:00Z","enrichedAt":"2026-09-20T03:13:48Z","enrichmentBasis":"retrieved source","accessibilityWorkforceImplications":"None stated.","procurementImplications":"Reference docs for scope language; attach measured PoC exhibits to contracts.","operatingModelImplications":"Capacity planning becomes lifecycle fill under a fixed MW envelope.","sourceVerification":{"openedUrl":"https://docs.nvidia.com/dsx/maxlps/overview","referenceExcerpt":"Up to 40% more GPUs within the same site-power envelope","promptVersion":"sled-research-v4.0","model":null,"basis":"agent-reported inspection"}}}]}