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  "manifestVersion": "1.0",
  "name": "Neurosymbolic Reasoning",
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  "publisher": {
    "name": "LJP Asset Group LLC",
    "url": "https://www.ljpassetgroup.com/"
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    "namespaceName": "Intent-Based Orchestration — associated standalone identities",
    "technicalArea": "Agent / Capability Systems"
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    "name": "Neurosymbolic Reasoning",
    "definition": "Neurosymbolic reasoning describes approaches that combine learned or neural representations with explicit symbolic knowledge, logic, or reasoning mechanisms.",
    "whyItMatters": "It provides a bounded research reference without asserting one standardized architecture, AGI capability, explainability, or correctness guarantee.",
    "authorityContext": "Evidence C for an active research field supported by IBM Research; the domain is an LJP semantic identity, not a standardized implementation.",
    "authorityReferences": [
      {
        "organization": "IBM Research",
        "title": "Neuro-symbolic AI",
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    "robots": "https://neurosymbolicreasoning.com/robots.txt",
    "sitemap": "https://neurosymbolicreasoning.com/sitemap.xml"
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