Universal Interfacing Framework

Also: Universal Interfacing Framework — Neuruh · UIF · Universal Interfacing Framework (UIF)

Frameworkverbatimlex:universal-interfacing-framework

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.

Quoted verbatim from Notion, captured 2026-07-25. First seen 2026-04-04.

Provenance

Every source that names this term. Links into the Notion workspace require workspace access.

Notionapp.notion.com/p/339a981d75b6819193e8cf8849f738bb (private workspace)2026-07-25
Card libraryapp.notion.com/p/78150de9c9fb4d51b2e6eaaaba354998 (private workspace)2026-07-02

Cite

Universal Interfacing Framework — lex:universal-interfacing-framework — Neuruh Lexicon v1.0.0 (0a2bb72426e9) — https://lexicon.neuruh.com/t/universal-interfacing-framework

Agents: GET /api/term/lex:universal-interfacing-framework or the lexicon_resolve MCP tool.