{
  "version": "https://jsonfeed.org/version/1.1",
  "title": "Vairity \u2014 Notes from the production-AI frontier",
  "home_page_url": "https://vairity.ai/resources",
  "feed_url": "https://vairity.ai/feed.json",
  "description": "Long-form writing from Vairity on enterprise AI: agent identity, deterministic agency, contract-first generation, and the path from prototype to production.",
  "language": "en",
  "icon": "https://vairity.ai/images/logoRevised.png",
  "favicon": "https://vairity.ai/images/favicon.ico",
  "authors": [
    {
      "name": "Muktesh Kandpal",
      "url": "https://www.linkedin.com/in/mukteshkandpal"
    }
  ],
  "items": [
    {
      "id": "https://vairity.ai/resources/blog/agent-identity-before-agent-scale",
      "url": "https://vairity.ai/resources/blog/agent-identity-before-agent-scale",
      "title": "Agent Identity Before Agent Scale \u2014 Why IAM Wasn't Built for Autonomous Software",
      "summary": "Agents access production secrets with no identity, no intent binding, no runtime authorization. The identity gap is a security debt that compounds with every deployment.",
      "content_text": "Your agents access production secrets with shared credentials and no identity. IAM was built for humans. Vaults were built for apps. Neither was built for autonomous software that reasons and acts. Here's what agent identity means.",
      "date_published": "2026-05-05T00:00:00Z",
      "date_modified": "2026-05-05T00:00:00Z",
      "authors": [
        {
          "name": "Muktesh Kandpal",
          "url": "https://www.linkedin.com/in/mukteshkandpal"
        }
      ],
      "tags": [
        "agent identity",
        "runtime authorization",
        "security",
        "CONTROL"
      ]
    },
    {
      "id": "https://vairity.ai/resources/blog/the-automation-variance-tax",
      "url": "https://vairity.ai/resources/blog/the-automation-variance-tax",
      "title": "The Automation Variance Tax \u2014 Why Unpredictable Agents Cost More Than Manual Work",
      "summary": "Your automation runs differently every time. The variance tax is what you pay in escalations, rework, and compliance risk.",
      "content_text": "When automation behaves differently every run, the cost isn't just rework \u2014 it's trust. Structured agency gives enterprise teams deterministic execution with intelligent decision-making at bounded points.",
      "date_published": "2026-05-05T00:00:00Z",
      "date_modified": "2026-05-05T00:00:00Z",
      "authors": [
        {
          "name": "Muktesh Kandpal",
          "url": "https://www.linkedin.com/in/mukteshkandpal"
        }
      ],
      "tags": [
        "AUTOMATE",
        "deterministic agency",
        "operations",
        "compliance"
      ]
    },
    {
      "id": "https://vairity.ai/resources/blog/why-enterprise-builds-stall",
      "url": "https://vairity.ai/resources/blog/why-enterprise-builds-stall",
      "title": "Why Enterprise Builds Stall \u2014 And What Contract-First Generation Changes",
      "summary": "The delivery variance problem: why the gap between approved initiative and production deployment kills enterprise software projects.",
      "content_text": "Enterprise product launches don't fail because of bad ideas. They fail because the path from approved intent to production deployment introduces variance at every handoff. Here's how contract-first generation closes the gap.",
      "date_published": "2026-05-05T00:00:00Z",
      "date_modified": "2026-05-05T00:00:00Z",
      "authors": [
        {
          "name": "Muktesh Kandpal",
          "url": "https://www.linkedin.com/in/mukteshkandpal"
        }
      ],
      "tags": [
        "BUILD",
        "contract-first",
        "enterprise delivery",
        "procurement"
      ]
    }
  ]
}