About Amara AI Research

Dr. Amara Okafor is a computer scientist specializing in neural information retrieval, knowledge graph embeddings, and AI search engine ranking algorithms. Her research examines algorithmic citation mechanics, semantic entity modeling, and information gain scoring in modern LLM search engines.

Research Mission & Methodology

Our laboratory investigates the intersection of autonomous artificial intelligence, information retrieval architectures, and Generative Engine Optimization (GEO). By developing zero-telemetry local testing suites and deterministic static analysis tools, we empower software engineering teams to optimize technical search hygiene without vendor lock-in.

Core Competencies

• 3-gram conversational prompt alignment and n-gram proximity modeling.
• Wikidata Subject-Predicate-Object triple validation and Schema.org compliance.
• Information Gain mathematical modeling (USPTO 11,562,019 B2).
• Automated llms.txt generation and transformer attention zone architecture.