MUMBAI, India, Sept. 22 -- Intellectual Property India has published a patent application (202611090820 A) filed by Noida Institute Of Engineering And Technology Niet on July 26, 2026, for System And Method For Multi-Model Consensus Governance And Adaptive Auditing Of Machine- Generated Code.
Inventors include Dr. Mohd. Nazim; and Ankit Kumar Sharma.
The application for the patent was published on September 18, 2026, under issue no. 38/2026.
Abstract: A system (100) and method for multi-model consensus governance and adaptive auditing of machine-generated source code. A multi-model consensus engine (117) dispatches code generation requests to a plurality of language models through an inference gateway (105) and computes consensus-weighted trust scores via a divergence analyzer (119). A decoding-signal extraction engine (109) derives per-token statistics mapped onto structural units by a syntax-aware aggregation module (113). A trust-score computation engine (121) fuses aggregated statistics, static-analysis findings and consensus metrics into composite trust scores calibrated against post-merge defect outcomes. A semantic drift detection engine (138) monitors model output distributions to detect behavioral anomalies. An adaptive threshold controller (128) optimizes policy thresholds through reinforcement learning from developer feedback. A developer proficiency engine (135) adjusts review routing based on expertise profiles. An automated remediation engine (142) generates constrained fix suggestions for low-trust code units. A cross-repository intelligence bus (132) enables privacy-preserving defect pattern sharing. [Figure 1]
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