What is Memory-Aware Inference Scheduler?

A Memory-Aware Inference Scheduler (MAIS) is a runtime mechanism that allocates and sequences Machine Learning (ML) inference workloads based on current and projected memory availability and bandwidth on CPUs, GPUs, or other accelerators. Expanded Explanation 1. Technical Function and Core Characteristics A MAIS monitors memory capacity, bandwidth, and locality while dispatching inference tasks on hardware such as GPUs, NPUs, and multicore CPUs. It uses models of memory usage to prevent

Memory-Aware Inference Scheduler

Last updated August 24, 2026

Human View Machine View

This is the page you're already on — the Human View toggle above shows it in full.

A green key on the record, left, is one Decision Insights added. It doesn't exist on the company's site or in a wire feed. The same key labels its row on the right, so you can match them directly. More on how DI enriches a record.

The record

This is what the machine sees: the exact JSON-LD an agent receives for this listing.

WebSite

{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/#website",
  "@type": "WebSite",
  "name": "Decision Insights",
  "potentialAction": {
    "@type": "SearchAction",
    "target": {
      "@type": "EntryPoint",
      "urlTemplate": "https://decisioninsights.ai/search/?q={search_term_string}\u0026submit=1"
    }
  },
  "publisher": {
    "@id": "https://decisioninsights.ai/#organization"
  },
  "url": "https://decisioninsights.ai"
}

Organization

{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/#organization",
  "@type": "Organization",
  "contactPoint": {
    "@type": "ContactPoint",
    "contactType": "customer support",
    "email": "[email protected]"
  },
  "description": "Decision Insights is a Registry of technology companies, open source projects, and industry terms, built for people and for AI agents that need sourced, structured information.",
  "logo": {
    "@type": "ImageObject",
    "url": "https://wiretap-cdn-assets.nyc3.cdn.digitaloceanspaces.com/decision-insights/[email protected]"
  },
  "name": "Decision Insights",
  "parentOrganization": {
    "@type": "Organization",
    "name": "Wiretap Labs",
    "sameAs": [
      "https://www.linkedin.com/company/wiretap-labs",
      "https://www.crunchbase.com/organization/wiretap-labs"
    ],
    "url": "https://wiretaplabs.com"
  },
  "publishingPrinciples": "https://decisioninsights.ai/standards/",
  "sameAs": [
    "https://www.linkedin.com/company/decisioninsights"
  ],
  "url": "https://decisioninsights.ai"
}

BreadcrumbList

{
  "@context": "https://schema.org",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai",
      "name": "Decision Insights",
      "position": 1
    },
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai/term/",
      "name": "Glossary",
      "position": 2
    },
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai/term/memory-aware-inference-scheduler-mais/",
      "name": "Memory-Aware Inference Scheduler",
      "position": 3
    }
  ]
}

DefinedTerm

{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/term/memory-aware-inference-scheduler-mais/#definedterm",
  "@type": "DefinedTerm",
  "additionalProperty": [
    {
      "@type": "PropertyValue",
      "name": "Related terms",
      "valueReference": [
        {
          "@id": "https://decisioninsights.ai/term/ai-resource-scheduler/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/ai-resource-scheduler/",
          "name": "AI Resource Scheduler"
        },
        {
          "@id": "https://decisioninsights.ai/term/memory-augmented-agent-maa/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/memory-augmented-agent-maa/",
          "name": "Memory-Augmented Agent"
        },
        {
          "@id": "https://decisioninsights.ai/term/ai-augmented-hpc-scheduler/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/ai-augmented-hpc-scheduler/",
          "name": "AI-Augmented HPC Scheduler"
        },
        {
          "@id": "https://decisioninsights.ai/term/inference-accelerator/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/inference-accelerator/",
          "name": "Inference Accelerator"
        },
        {
          "@id": "https://decisioninsights.ai/term/ai-cluster-scheduler/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/ai-cluster-scheduler/",
          "name": "AI Cluster Scheduler"
        },
        {
          "@id": "https://decisioninsights.ai/term/ai-augmented-scheduler/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/ai-augmented-scheduler/",
          "name": "AI-Augmented Scheduler"
        },
        {
          "@id": "https://decisioninsights.ai/term/ai-assisted-resource-scheduler-aars/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/ai-assisted-resource-scheduler-aars/",
          "name": "AI-Assisted Resource Scheduler"
        },
        {
          "@id": "https://decisioninsights.ai/term/inference-serving/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/inference-serving/",
          "name": "Inference Serving"
        }
      ]
    }
  ],
  "description": "Memory-aware inference scheduler is a runtime component that sequences and allocates machine learning inference workloads according to memory capacity and bandwidth constraints, enabling enterprises to maintain latency, reliability, and utilization objectives when multiple AI models share CPUs, GPUs, or other accelerators.",
  "inDefinedTermSet": {
    "@id": "https://decisioninsights.ai/term/#termset",
    "@type": "DefinedTermSet",
    "url": "https://decisioninsights.ai/term/"
  },
  "name": "Memory-Aware Inference Scheduler",
  "url": "https://decisioninsights.ai/term/memory-aware-inference-scheduler-mais/"
}

CollectionPage

{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/term/memory-aware-inference-scheduler-mais/",
  "@type": "CollectionPage",
  "dateModified": "2026-08-24T03:32:59Z",
  "description": "Memory-aware inference scheduler is a runtime component that sequences and allocates machine learning inference workloads according to memory capacity and bandwidth constraints, enabling enterprises to maintain latency, reliability, and utilization objectives when multiple AI models share CPUs, GPUs, or other accelerators.",
  "isPartOf": {
    "@id": "https://decisioninsights.ai/#website"
  },
  "mainEntity": {
    "@id": "https://decisioninsights.ai/term/memory-aware-inference-scheduler-mais/#definedterm"
  },
  "name": "Memory-Aware Inference Scheduler",
  "sdDatePublished": "2026-08-24",
  "sdPublisher": {
    "@id": "https://decisioninsights.ai/#organization"
  },
  "url": "https://decisioninsights.ai/term/memory-aware-inference-scheduler-mais/"
}

What we add

Counted facts

A dictionary definition doesn't say how often a term is actually used. This counts it across the graph -- articles that mention it, open source projects tagged with it, and the organizations tagged with it, listed here alongside the count. A term has no peer companies, and nothing here claims otherwise.

Related terms