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  "docSlug": "1420f7eff28e00b5",
  "documentTitle": "2025 Andrej Karpathy YC School presentation",
  "authorId": "misc",
  "authorName": "Andrej Karpathy",
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  "documentKindLabel": "Consulting deck",
  "sourceTypeSlug": "independent_analyst",
  "sourceTypeLabel": "Independent analyst",
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  "orientation": "landscape",
  "aspectRatio": 1.777,
  "pageNumber": 56,
  "pageCount": 131,
  "prevPage": 55,
  "nextPage": 57,
  "slideType": "client_example",
  "function": "illustrate_case",
  "density": "balanced",
  "nDataPoints": 0,
  "notes": "The slide uses a visual split to contrast traditional IDEs with LLM-integrated ones, followed by a list of technical implementation steps.",
  "elementsJson": [
    "headline_text",
    "numbered_list",
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  "metadataConfidence": 0.95,
  "imagePath": null,
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  "components": [
    {
      "bbox": null,
      "kind": "callout",
      "text": "1. Package state into a context window before calling LLM. 2. Orchestrate and call multiple models (e.g. embedding models, chat models, diff apply models, ...) 3. Application-specific GUI 4. Autonomy slider: Tab → Cmd+K → Cmd+L → Cmd+I (agent mode)",
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        "x": 0.01,
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      },
      "kind": "image",
      "text": "Side-by-side comparison of traditional vs LLM-integrated editor UI",
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      "text": "1. Package state into a context window before calling LLM.\n2. Orchestrate and call multiple models (e.g. embedding models, chat models, diff apply models, ...)\n3. Application-specific GUI\n4. Autonomy slider: Tab -> Cmd+K -> Cmd+L -> Cmd+I (agent mode)",
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      },
      "kind": "title",
      "text": "Example: Anatomy of Cursor",
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  "arcBeats": [],
  "loops": [
    {
      "to": 60,
      "from": 54,
      "name": "Jobs To Be Done",
      "slug": "53-jobs-to-be-done",
      "bestFor": "Product innovation, market entry, competitive positioning",
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      "evidence": "The presentation explores the jobs to be done with LLMs and their applications.",
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      "objective": "Jobs to be done with LLMs",
      "structure": "The Customer's Job -> Current Solutions (Hired/Fired) -> Unmet Needs -> Our Solution Fit",
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      "description": "Reframe the problem around what the customer is trying to accomplish, not what they're buying"
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