{
  "id": 13417943,
  "title": "Microsoft: AI is 'the hill-climbing machine' of every company - just make sure you don't get locked in",
  "url": "https://urgent.news/2026/10/10/microsoft-ai-is-the-hill-climbing-machine-of-every-company-just-make",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-10T13:20:00.000Z",
  "source": {
    "name": "TechRadar",
    "slug": "techradar",
    "url": "https://www.techradar.com/pro/ai-is-the-hill-climbing-machine-of-every-company-microsoft-says"
  },
  "original_language": "en",
  "account": "Artificial Intelligence (AI) is a powerful tool for generating valuable insights, but the real value lies in how companies utilize those insights, according to Ryan Waite, Director of Open Source Ecosystems and Incubations at Microsoft. Waite emphasized that companies should prioritize turning insights into knowledge, a process that requires a learning loop involving both AI and human expertise. AI is excellent at processing vast amounts of information and generating insights at an unprecedented scale, while humans bring crucial context and judgement to the table. This collaboration between AI and humans helps businesses improve continuously, as knowledge accumulates and enhances the organization's collective expertise. A recurring theme throughout the Open Source Summit was the importance of maintaining control over the knowledge generated by AI, ensuring it remains under the organization's ownership. To achieve this, Waite stressed the need for businesses to build their own learning loops, retaining control over the information, processes, and technologies that drive their AI initiatives. As businesses become increasingly reliant on AI tools, the risk of becoming overly dependent on a single AI provider grows. To mitigate this risk and future-proof their AI strategies, Waite recommended that companies maintain the flexibility to switch between different AI models, such as proprietary frontier models, specialized models, or even open-weight models they can operate themselves. By doing so, businesses can adapt to evolving technologies and maintain ownership of the knowledge generated by their AI systems. Ultimately, the key takeaway from Waite's presentation is the importance of retaining control over AI-generated insights and the knowledge derived from them, ensuring that businesses can continue to climb the proverbial hill of AI native era.",
  "summary": "But businesses should not be locked into a single machine and must keep the flexibility to move.",
  "key_points": [
    "AI is powerful tool for generating valuable insights",
    "Companies must turn insights into knowledge",
    "Retain control over AI-generated knowledge"
  ],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}