Engineered a context-aware, AI-powered discovery by Marshallcodes Engineered a context-aware, AI-powered discovery by Marshallcodes

Engineered a context-aware, AI-powered discovery

Marshallcodes

Marshallcodes

Engineered a context-aware, AI-powered discovery engine designed to solve the pedagogical disconnect in research and learning. The system acts as a high-performance orchestration layer, seamlessly merging localized datasets with global data providers (OpenAlex, Google Books) to curate resources specifically tailored to a user's comprehension level.
Architecture & Logic:
Backend: Built a decoupled REST API orchestration layer using ASP.NET Core.
AI Engine: Integrated ML.NET (matrix factorization) for predictive multiclass classification.
Algorithm: Designed a custom Contextual Re-Ranking formula weighing semantic similarity against user demographics.
Infrastructure: Fully automated CI/CD pipeline deployed to Microsoft Azure (Linux Containers).
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Posted Mar 2, 2026

Engineered a context-aware, AI-powered discovery engine designed to solve the pedagogical disconnect in research and learning. The system acts as a high-perf...