{
  "title": "Probability umbrella prompting",
  "summary": "LLMs are probability clusters over word chunks. English itself is a layered mix of Anglo-Saxon, Latin, French, and Greek roots. Before chatting, name the topic umbrella so the model pulls from a centralized word cluster; add edge-case chunks only when you need the next token closer to intent.",
  "founderLine": "A probability engine paired with a thesaurus (see site footer / Prism founder bio).",
  "principles": [
    "Think the topic before the first prompt: that choice is the umbrella.",
    "Core chunks live under the umbrella; edge-case chunks extend it for rare fits.",
    "Fewer open-ended prompts = fewer wrong probability branches.",
    "Voice snippets and domain JSON (.cursorrules, knowledge matrix, voice profile) pre-load chunks without pasting 400 videos.",
    "Teams share one umbrella file per project so every agent session starts from the same cluster."
  ],
  "englishChunkNote": "Modern English blends at least four source layers (Germanic/Anglo-Saxon, Latin, French, Greek). LLMs inherit that overlap; the umbrella tells the model which layer and domain to favor.",
  "canonicalEssay": {
    "title": "LLMs Distinguish Homophones Using Context",
    "googleDocUrl": "https://docs.google.com/document/d/1xNZKlTu_qhi0OmBGbaogpkYvxLiN2n6XKxFFdcCQhZo/edit",
    "hubDataFile": "public/data/english-language-framework.json",
    "importStatus": "imported",
    "importCommand": "npm run import:english-essay",
    "wordCount": 5323,
    "publicScope": "LLM probability essay only; owner master-document and compliance notes are private/",
    "israelileadsNote": "US-expat compliance in owner master doc is optional ICP context, not public site content"
  },
  "beforeYouChat": [
    "Name the umbrella (one line): e.g. NFL 1st-round draft fit, Israeli Series A ICP, Prism SDK outreach.",
    "List 8-15 core word chunks the answer must use.",
    "List 3-5 edge-case chunks only if the last run missed your intent.",
    "Point to static sources: knowledge matrix category, youtube-voice-profile, or prompt-umbrella entry below.",
    "Then send the task prompt."
  ],
  "umbrellas": [
    {
      "id": "israelileads-icp",
      "label": "IsraeliLeads | funded startup ICP",
      "coreChunks": [
        "Seed",
        "Series A",
        "Series B",
        "Series C",
        "dual office",
        "US footprint",
        "funding round",
        "ICP",
        "buyer-led",
        "pipeline spreadsheet"
      ],
      "edgeCaseChunks": [
        "SAFE",
        "venture debt",
        "OurCrowd",
        "hiring signal"
      ],
      "sources": [
        "/knowledge/#b2b-sales",
        "/knowledge/#venture-ecosystems",
        "https://israelileads.com/"
      ]
    },
    {
      "id": "nfl-first-round-draft",
      "label": "NFL 1st round draft analysis (voice / passion)",
      "coreChunks": [
        "pick number",
        "board",
        "team fit",
        "trade down",
        "BPA",
        "need vs value",
        "first round"
      ],
      "edgeCaseChunks": [
        "compensatory pick",
        "war room",
        "medical red flag"
      ],
      "sources": [
        "public/data/youtube-nfl-playlists.json",
        "private/youtube-catalog.json"
      ]
    },
    {
      "id": "prism-chatbot-monetization",
      "label": "Prism Publication | in-chat ads",
      "coreChunks": [
        "contextual ad",
        "chatbot publisher",
        "SDK",
        "eCPM",
        "intent signal",
        "native placement"
      ],
      "edgeCaseChunks": [
        "Koah",
        "AdSense for chatbots",
        "brand safety"
      ],
      "sources": [
        "https://prismpublication.com/company"
      ]
    },
    {
      "id": "owner-brain",
      "label": "Owner brain | personal static context",
      "coreChunks": [
        "probability umbrella",
        "owner-brain-index",
        "gemini export",
        "code snippet",
        "launched product",
        "business idea",
        "prompt archive",
        "voice profile"
      ],
      "edgeCaseChunks": [
        "compliance note",
        "Takeout",
        "Workspace extension"
      ],
      "sources": [
        "private/owner-brain-index.json",
        "private/owner-brain-threads.json",
        "private/gemini-exports/",
        "public/data/prompt-umbrella.json"
      ]
    },
    {
      "id": "daniels-corner-hub",
      "label": "Daniel's Corner | static hub build",
      "coreChunks": [
        "Cloudflare Pages",
        "static HTML",
        "JSON data",
        "npm run build",
        "prompt log",
        "RSS",
        "AEO"
      ],
      "edgeCaseChunks": [
        "ConvoMargin trace",
        "Headroom proxy",
        "affiliate disclosure"
      ],
      "sources": [
        "/blog/cloudflare-pages-hub/"
      ]
    },
    {
      "id": "daniels-corner-monorepo",
      "label": "Daniel's Corner | master monorepo architecture",
      "coreChunks": [
        "master repository",
        "monorepo",
        "public/data",
        "centralized domain state",
        "blog archives",
        "deployment logs",
        "single-folder workspace",
        "Cloudflare Pages",
        "./public"
      ],
      "edgeCaseChunks": [
        "owner-private notes",
        "multi-repo overhead",
        "satellite product repos"
      ],
      "sources": [
        "/blog/master-monorepo-architecture/",
        "public/data/prompt-umbrella.json"
      ]
    }
  ]
}