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metadata 
title: MLAF Grammar Engine
sdk: docker
app_port: 8300
pinned: false
short_description: FastAPI + SWI-Prolog backend for MLAF demo

MLAF Grammar Engine

Backend service for MLAF — Multimodal Language Acquisition Framework. An in-browser, real-time English grammar acquisition system for learners with motor impairment and deaf/hard-of-hearing users.

This Space hosts the FastAPI + SWI-Prolog grammar engine (X-bar syntax, binding theory, Indian Sign Language interference detection). The frontend lives at https://multi-modal-gesture-grammar.vercel.app.

Stack

  • FastAPI (Python 3.11) + Uvicorn
  • SWI-Prolog via pyswip
  • Pydantic v2

Endpoints

  • GET /health — liveness probe
  • POST /predict-next — grammatically valid next-token continuations
  • POST /validate — sentence well-formedness check
  • POST /interference — L1-interference (ISL → English) pattern detection

Patent-Pending — Provisional application TEMP/E-1/22951/2026-KOL, Indian Patent Office (2026). All rights reserved.

Designed and built by Neil Shankar Ray.