Skip to main content

Blog post · May 5, 2026 · aviznetworks.com

Aviz Networks Podcast Recap: Louis Toth Details AI’s Edge and Networking Focus

What this article record gives an agent

The original is on aviznetworks.com. This record adds what an agent needs to use it: a short summary it can quote, the companies resolved to their records, and a clear line back to the source.

A summary it can quote

Our short summary, marked as ours, separate from the publisher's own words and byline.

Companies, resolved

Who the article is about and who it names, each linked to a company record, not just a name in text.

The source, kept

The original URL, publisher and date, and what kind of piece it is (press release, news, analysis).

Get this article

The same record, four ways in. No key needed to try it.

MCP

curl -X POST https://mcp.decisioninsights.ai/api/mcp-public \
  -H "content-type: application/json" \
  -H "accept: application/json, text/event-stream" \
  -d '{"id":1,"jsonrpc":"2.0","method":"tools/call","params":{"arguments":{"uuid":"ff02a9c9-4483-4bfc-8801-116afc9e77e4"},"name":"di_get_content"}}'

REST

GET https://api.decisioninsights.ai/api/public/v1/content/ff02a9c9-4483-4bfc-8801-116afc9e77e4

JSON-LD

The schema.org markup this page publishes for search engines and AI agents, exactly as they read it.

[
  {
    "@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}&submit=1"
      }
    },
    "publisher": {
      "@id": "https://decisioninsights.ai/#organization"
    },
    "url": "https://decisioninsights.ai"
  },
  {
    "@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.",
    "legalName": "Wiretap Labs, LLC",
    "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"
  },
  {
    "@context": "https://schema.org",
    "@type": "BreadcrumbList",
    "itemListElement": [
      {
        "@type": "ListItem",
        "item": "https://decisioninsights.ai",
        "name": "Decision Insights",
        "position": 1
      },
      {
        "@type": "ListItem",
        "item": "https://decisioninsights.ai/records/",
        "name": "Records",
        "position": 2
      },
      {
        "@type": "ListItem",
        "item": "https://decisioninsights.ai/aviz-networks-podcast-recap:-louis-toth-details-ais-edge-and-networking-focus/",
        "name": "Aviz Networks Podcast Recap: Louis Toth Details AI’s Edge and Networking Focus",
        "position": 3
      }
    ]
  },
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/aviz-networks-podcast-recap:-louis-toth-details-ais-edge-and-networking-focus/#blogposting",
    "@type": "BlogPosting",
    "about": {
      "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
      "@type": "Organization",
      "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
      "name": "Aviz Networks"
    },
    "articleSection": [
      "Networking",
      "Cybersecurity",
      "AI infrastructure",
      "Data Center",
      "Network Operator"
    ],
    "audience": [
      {
        "@type": "Audience",
        "additionalType": "Seniority",
        "audienceType": "Analyst"
      },
      {
        "@type": "Audience",
        "additionalType": "Job function",
        "audienceType": "Non-Technology / Investor"
      },
      {
        "@type": "Audience",
        "additionalType": "Buyer role",
        "audienceType": "Decision Maker / Budget Holder"
      },
      {
        "@type": "Audience",
        "additionalType": "Adoption curve",
        "audienceType": "Early Adopters"
      },
      {
        "@type": "Audience",
        "additionalType": "Technology maturity",
        "audienceType": "Emerging Exploration"
      },
      {
        "@type": "Audience",
        "additionalType": "Industry",
        "audienceType": "Information Technology / Software & Services / IT Services / Cloud Services"
      }
    ],
    "author": {
      "@id": "https://decisioninsights.ai/author/decision-insights-coverage/#person",
      "@type": "Person",
      "name": "Decision Insights Coverage",
      "url": "https://decisioninsights.ai/author/decision-insights-coverage/"
    },
    "dateModified": "2026-08-23T13:05:36-06:00",
    "datePublished": "2026-05-04T23:46:51-06:00",
    "description": "Aviz Podcast Ep. 21 recap: Louis Toth examines why edge processing and networking are central to AI infrastructure, beyond models and GPUs.",
    "headline": "Aviz Networks Podcast Recap: Louis Toth Details AI’s Edge and Networking Focus",
    "isBasedOn": {
      "@type": "CreativeWork",
      "author": {
        "@type": "Person",
        "name": "Yohan Kattackel Bobby"
      },
      "sourceOrganization": {
        "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
        "@type": "Organization",
        "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
        "name": "Aviz Networks"
      },
      "url": "https://aviznetworks.com/resources/blogs/investors-take-ai-next-wave-louris-toth"
    },
    "keywords": [
      "AI Factories",
      "Edge",
      "Enterprise",
      "Scalability"
    ],
    "mainEntityOfPage": {
      "@id": "https://decisioninsights.ai/aviz-networks-podcast-recap:-louis-toth-details-ais-edge-and-networking-focus/",
      "@type": "WebPage",
      "sdDatePublished": "2026-08-23",
      "sdPublisher": {
        "@id": "https://decisioninsights.ai/#organization"
      }
    },
    "mentions": [
      {
        "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
        "@type": "Organization",
        "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
        "name": "Aviz Networks"
      }
    ],
    "publisher": {
      "@id": "https://decisioninsights.ai/#organization"
    }
  },
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/author/decision-insights-coverage/#person",
    "@type": "Person",
    "description": "Blog posts, podcasts, and video analysis from across the industry, condensed into short, sourced summaries. Produced under our Standards & Methodology.",
    "name": "Decision Insights Coverage",
    "sameAs": [
      "https://www.linkedin.com/showcase/decisioninsights/"
    ],
    "url": "https://decisioninsights.ai/author/decision-insights-coverage/"
  }
]

Is this your company? Get structured data for your own pages

How an agent can check this article before citing it

The check What the record shows Where it is in the data
There is an original aviznetworks.com, May 5, 2026 isBasedOn
The companies are real Aviz Networks, a record of its own about, mentions
Whose words are whose Summary by Decision Insights; the original keeps its own byline author, publisher
View the raw record (JSON-LD)
[
  {
    "@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}&submit=1"
      }
    },
    "publisher": {
      "@id": "https://decisioninsights.ai/#organization"
    },
    "url": "https://decisioninsights.ai"
  },
  {
    "@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.",
    "legalName": "Wiretap Labs, LLC",
    "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"
  },
  {
    "@context": "https://schema.org",
    "@type": "BreadcrumbList",
    "itemListElement": [
      {
        "@type": "ListItem",
        "item": "https://decisioninsights.ai",
        "name": "Decision Insights",
        "position": 1
      },
      {
        "@type": "ListItem",
        "item": "https://decisioninsights.ai/records/",
        "name": "Records",
        "position": 2
      },
      {
        "@type": "ListItem",
        "item": "https://decisioninsights.ai/aviz-networks-podcast-recap:-louis-toth-details-ais-edge-and-networking-focus/",
        "name": "Aviz Networks Podcast Recap: Louis Toth Details AI’s Edge and Networking Focus",
        "position": 3
      }
    ]
  },
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/aviz-networks-podcast-recap:-louis-toth-details-ais-edge-and-networking-focus/#blogposting",
    "@type": "BlogPosting",
    "about": {
      "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
      "@type": "Organization",
      "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
      "name": "Aviz Networks"
    },
    "articleSection": [
      "Networking",
      "Cybersecurity",
      "AI infrastructure",
      "Data Center",
      "Network Operator"
    ],
    "audience": [
      {
        "@type": "Audience",
        "additionalType": "Seniority",
        "audienceType": "Analyst"
      },
      {
        "@type": "Audience",
        "additionalType": "Job function",
        "audienceType": "Non-Technology / Investor"
      },
      {
        "@type": "Audience",
        "additionalType": "Buyer role",
        "audienceType": "Decision Maker / Budget Holder"
      },
      {
        "@type": "Audience",
        "additionalType": "Adoption curve",
        "audienceType": "Early Adopters"
      },
      {
        "@type": "Audience",
        "additionalType": "Technology maturity",
        "audienceType": "Emerging Exploration"
      },
      {
        "@type": "Audience",
        "additionalType": "Industry",
        "audienceType": "Information Technology / Software & Services / IT Services / Cloud Services"
      }
    ],
    "author": {
      "@id": "https://decisioninsights.ai/author/decision-insights-coverage/#person",
      "@type": "Person",
      "name": "Decision Insights Coverage",
      "url": "https://decisioninsights.ai/author/decision-insights-coverage/"
    },
    "dateModified": "2026-08-23T13:05:36-06:00",
    "datePublished": "2026-05-04T23:46:51-06:00",
    "description": "Aviz Podcast Ep. 21 recap: Louis Toth examines why edge processing and networking are central to AI infrastructure, beyond models and GPUs.",
    "headline": "Aviz Networks Podcast Recap: Louis Toth Details AI’s Edge and Networking Focus",
    "isBasedOn": {
      "@type": "CreativeWork",
      "author": {
        "@type": "Person",
        "name": "Yohan Kattackel Bobby"
      },
      "sourceOrganization": {
        "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
        "@type": "Organization",
        "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
        "name": "Aviz Networks"
      },
      "url": "https://aviznetworks.com/resources/blogs/investors-take-ai-next-wave-louris-toth"
    },
    "keywords": [
      "AI Factories",
      "Edge",
      "Enterprise",
      "Scalability"
    ],
    "mainEntityOfPage": {
      "@id": "https://decisioninsights.ai/aviz-networks-podcast-recap:-louis-toth-details-ais-edge-and-networking-focus/",
      "@type": "WebPage",
      "sdDatePublished": "2026-08-23",
      "sdPublisher": {
        "@id": "https://decisioninsights.ai/#organization"
      }
    },
    "mentions": [
      {
        "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
        "@type": "Organization",
        "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
        "name": "Aviz Networks"
      }
    ],
    "publisher": {
      "@id": "https://decisioninsights.ai/#organization"
    }
  },
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/author/decision-insights-coverage/#person",
    "@type": "Person",
    "description": "Blog posts, podcasts, and video analysis from across the industry, condensed into short, sourced summaries. Produced under our Standards & Methodology.",
    "name": "Decision Insights Coverage",
    "sameAs": [
      "https://www.linkedin.com/showcase/decisioninsights/"
    ],
    "url": "https://decisioninsights.ai/author/decision-insights-coverage/"
  }
]