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What SemantiK Architect Is

2. What SemantiK Architect Is

SemantiK Architect (renamed from “Abstract Wiki Architect” in these docs) is an independent project: a hybrid Natural Language Generation (NLG) engine designed to produce verifiable encyclopedic text in the long tail of languages (300+).

What it does (in one sentence)

It takes a language-independent intent and turns it into natural language text, with an emphasis on determinism, scalability across many languages, and evaluation-ready outputs.

The guiding idea

SemantiK Architect combines:

  • A deterministic, rule-based core for correctness, and
  • AI-assisted tools at the edges (copilot/QA/bootstrapping) to scale language coverage without turning generation into free-form “chat text”.

The four core “building blocks” (conceptual)

The system is organized as four layers, so each concern stays clear and replaceable:

  1. Lexicon: words + linguistic properties, grounded to Wikidata QIDs for semantic consistency.
  2. Grammar: rules for word forms and word order, with a hybrid approach for both high-resource and under-resourced languages.
  3. Renderer: the assembly step that converts intent into text and supports multiple input styles.
  4. Context: a memory layer to support multi-sentence behavior (e.g., pronouns, discourse continuity).

Inputs and outputs (high level)

  • Inputs:

  • A strict structured “frame” for stable production behavior, and

  • A recursive Ninai-style object tree for expressive/experimental meaning input.

  • Outputs:

  • Surface text, and optionally

  • A Universal Dependencies (CoNLL-U) representation intended for evaluation/validation workflows.

What it is not

  • Not a knowledge base or encyclopedia: it’s the rendering engine, not the source of truth.
  • Not a “prompt-and-pray” text generator: it is explicitly generation-first and structured.
  • Not affiliated with the WMF/Abstract Wiki team (project note based on your stated context).