{
  "term": {
    "id": "lex:universal-interfacing-framework",
    "slug": "universal-interfacing-framework",
    "term": "Universal Interfacing Framework",
    "aliases": [
      "Universal Interfacing Framework — Neuruh",
      "UIF",
      "Universal Interfacing Framework (UIF)"
    ],
    "kind": "canon",
    "type": "framework",
    "definition": "Structured framework for interfacing with synthetic intelligence covering three cognitive models: The Cognitive Interface (raw data to AI reasoning), architecture selection (Dense/Sparse, SSMs, Mamba/Jamba, parameter efficiency), and memory systems (context window, sliding attention, external memory). Covers the full Transformer to MoE to Mamba architecture landscape. Positions as a technical interfacing standard for building on top of AI systems.",
    "definition_basis": "verbatim",
    "definition_source": "https://app.notion.com/p/339a981d75b6819193e8cf8849f738bb",
    "provenance": [
      {
        "source": "notion",
        "ref": "https://app.notion.com/p/339a981d75b6819193e8cf8849f738bb",
        "captured_at": "2026-07-25"
      },
      {
        "source": "card",
        "ref": "https://app.notion.com/p/78150de9c9fb4d51b2e6eaaaba354998",
        "captured_at": "2026-07-02"
      }
    ],
    "related": [],
    "status": "published",
    "first_seen": "2026-04-04",
    "source_ids": [
      "card:AI-FW-013",
      "ip:INFRA-FRAME-UIF-1.0-BUILT"
    ]
  },
  "url": "https://lexicon.neuruh.com/t/universal-interfacing-framework",
  "cite": "lex:universal-interfacing-framework — Neuruh Lexicon v1.0.0",
  "lexicon_version": "1.0.0",
  "content_hash": "0a2bb72426e976507b89a3172a8c5671b6fe136f6e54ce8499ec1d890ac7e851"
}