{
  "slug": "when-the-world-changes-where-do-you-start",
  "title": "When the world changes, where do you start?",
  "date": "2026-10-31",
  "featuredClaim": "Kamil Banc launches Adapt and Create, a new newsletter on learning deeply and adapting to change.",
  "description": "Kamil Banc announces his second newsletter, Adapt and Create, reflecting on his life pattern of adapting to new environments—from emigrating from Poland to Germany to exploring AI. He explains how it will complement AI Adopters Club by exploring bigger questions about learning and adapting.",
  "keyPoints": [
    "Banc is launching a second newsletter called Adapt and Create focused on learning deeply and adapting to change",
    "His life experience adapting to new countries and industries shaped his approach to unfamiliar problems",
    "AI Adopters Club will continue focusing on practical AI workflows, tools, and business decisions",
    "He recommends starting small: test one narrow use case, assign ownership, and measure before-and-after results"
  ],
  "topics": [
    {
      "id": "strategy",
      "slug": "ai-strategy",
      "label": "AI Strategy",
      "description": "Strategic planning and implementation approaches for AI adoption"
    },
    {
      "id": "business",
      "slug": "ai-business-applications",
      "label": "Business Applications",
      "description": "Real-world business use cases and applications"
    }
  ],
  "claims": [
    "Kamil Banc is launching a second newsletter called Adapt and Create focused on learning and adapting.",
    "Banc gave a short talk at Florida International University for the Florida Executive Forum recently.",
    "Banc was born in Poland during the Cold War and grew up in West Germany.",
    "Banc began using ChatGPT in late 2022 to translate his English business thinking into German.",
    "When improving a process with AI, ask workers where they rely on unwritten judgment."
  ],
  "claimTitles": [
    "Second Newsletter Launch",
    "FIU Executive Forum Talk",
    "Cold War Origins",
    "Early ChatGPT Adoption",
    "Ask Workers First"
  ],
  "originalUrl": "https://aiadopters.club/p/when-the-world-changes-where-do-you",
  "claimProvenance": [
    "source-summary",
    "source-summary",
    "source-summary",
    "source-summary",
    "author-interpretation"
  ],
  "quote": "If you're trying to improve a process with AI, ask the people doing the work where they make exceptions or rely on judgement that isn't written down.",
  "keyStatistics": [
    {
      "stat": "8 likes and 3 shares",
      "context": "Engagement metrics shown on the Substack post at time of extraction"
    },
    {
      "stat": "6 months",
      "context": "Time between Banc's parents moving to West Germany and his grandmother bringing him across during the Cold War"
    },
    {
      "stat": "Late 2022",
      "context": "When Banc first started using ChatGPT to translate his English business thinking into German"
    }
  ],
  "supportingContext": "This article is a personal announcement rather than a research piece, so its evidentiary value lies in practitioner experience rather than data. Banc grounds his methodology in a repeated life pattern: observe a new environment, learn how it works, then create something useful within it, applied across countries, industries, and now AI adoption. His practical advice for AI process improvement follows a disciplined small-experiment structure: identify unwritten judgment and exceptions from frontline workers, pick one narrow test, assign clear ownership, and measure time, cost, or quality before and after. Readers can apply this by starting with a single bounded workflow rather than a broad transformation. The commentary is supported by a commenter, Aleksandar Draganic, who echoes that low-stakes testing beats waiting for certainty.",
  "canonicalUrl": "https://kbanc.com/claims-library/when-the-world-changes-where-do-you-start",
  "markdownUrl": "https://kbanc.com/md/claims-library/when-the-world-changes-where-do-you-start.md",
  "jsonUrl": "https://kbanc.com/api/claims/when-the-world-changes-where-do-you-start.json",
  "source": {
    "publisher": "AI Adopters Club",
    "title": "When the world changes, where do you start?",
    "url": "https://aiadopters.club/p/when-the-world-changes-where-do-you"
  }
}