MUMBAI, India, Nov. 2 -- Intellectual Property India has published a patent application (202621112053 A) filed by Sanjeev Gour; Dr. Hemant Pal; Paarth Narula; and Krishna Kalra on September 17, 2026, for A Method For Dependency-Aware Adaptive Roadmap Synchronization And Low-Latency Career Learning Guidance.
Inventors include Sanjeev Gour; Dr. Hemant Pal; Paarth Narula; and Krishna Kalra.
The application for the patent was published on October 30, 2026, under issue no. 44/2026.
Abstract: The present invention relates to a computer-implemented method for dependency-aware adaptive synchronization of structured learning roadmaps in a networked learning platform. The method represents roadmap information as a versioned dependency graph and generates a learner-state vector corresponding to a current roadmap state. When a learner-state or roadmap element changes, a dependency index identifies an affected subgraph without recomputing the complete roadmap. A delta-generation module generates an update containing only changed roadmap segments, while a dependency-aware cache invalidates and refreshes only corresponding cached segments. An adaptive prefetch controller selectively loads downstream roadmap segments according to dependency relationships and access patterns. The updated roadmap data is synchronized with a client device through a network interface using version and content-hash validation. The method reduces redundant database retrieval, server-side processing, network transmission, and roadmap-rendering operations, thereby providing improved synchronization efficiency and scalability in a computer-implemented learning platform.
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