MUMBAI, India, July 24 -- Intellectual Property India has published a patent application (202611066269 A) filed by Noida Institute Of Engineering And Technology Niet on May 26, 2026, for Adaptive Knowledge Graph Reasoning System With Blueprint-Guided Exploration And Failure-Aware Controllable Question Answering.

Inventors include Raviraj Singh Kurmi; and Garima.

The application for the patent was published on July 17, 2026, under issue no. 29/2026.

Abstract: A dual-process adaptive knowledge graph reasoning system (100) is disclosed for controllable question answering, comprising relational blueprint guidance module (110) with blueprint template library (111), semantic similarity calculator (112), and candidate relation reranked (113); failure-aware refinement engine (120) with stagnation detector (121), evidence-conditioned reflection unit (122), and controlled backtracking executor (123); and hybrid hardware-software acceleration engine (150) with template indexing circuit (151), parallel retrieval processor (152), and memory optimization controller (153). The system (100) implements Dual-Process Theory by combining System 1 blueprint-guided exploration with System 2 failure-aware analytical refinement. The relational blueprint guidance module (110) uses relational blueprints as structural constraints to stabilize search direction against neighbourhood noise, while the failure-aware refinement engine (120) diagnoses reasoning anomalies and executes controlled backtracking to recover verifiable answer paths. The hybrid hardware-software acceleration engine (150) achieves sub-millisecond template retrieval latency, throughput improvements exceeding three times baseline, and energy efficiency improvements exceeding twenty-five percent.

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