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Engineering education involves structured curricula distributed across multiple academic years and semesters, requiring students to understand subject hierarchies, prerequisites, and evolving learning outcomes. Although generative AI tools and conversational systems are widely used by students, many institutional implementations fail to align responses with semester-specific requirements or curriculum progression. Existing chatbot frameworks typically provide generalized answers without contextual awareness of a student’s academic stage, limiting their effectiveness in structured educational environments. This project introduces the Semester-Aware Learning Dialogue Framework (SALDF), developed as a full-stack web application using Python and the Django framework in accordance with IEEE academic standards. The system integrates a Dialogflow-based conversational interface with a hierarchical knowledge organization model structured by academic year and semester classification. SALDF dynamically maps student queries to semester-aligned syllabi, subject modules, and institutional learning materials. Administrators can upload and update course content in real time, ensuring curriculum relevance and adaptability during academic transitions. The framework also incorporates student progress tracking mechanisms to personalize responses based on academic advancement. The centralized knowledge management architecture supports deployment across engineering institutions, facilitating syllabus guidance, semester-specific exam preparation, and resource distribution across campuses. Designed strictly for academic and research purposes, this project demonstrates applied conversational AI integration, structured knowledge engineering, and full-stack web deployment for curriculum-aware educational support systems. TAGS: ieeeprojects, pythonprojects, djangoprojects, pythonwebapplications, pythonfullstackprojects, computerscienceprojects, computersciencefinalyearprojects, cseprojects, itprojects, finalyearprojects, finalsemprojects, finalyearstudentsprojects, btechprojects, beprojects, mtechprojects, meprojects, mcaprojects, mscprojects, majorprojects, miniprojects, liveprojects, researchorientedprojects CATEGORY: Education AUDIENCE: B.E, B.Tech, MCA, MSc, M.E, M.Tech, BCA and BSc – Universities in India & Abroad AVAILABLE PROJECTS DATA DOWNLOADS: https://stiny.in/CODEBK CONTACT & PRICING SECTION: Website: https://codebook.in Email: projects@codebook.in Phone / WhatsApp: +91 8555887986 WhatsApp (Direct Chat): https://wa.me/918555887986 Company Profile: https://g.co/kgs/RRXbkEr For pricing and documentation details, please share your academic requirements via WhatsApp or email. DISCLAIMER: This project is developed strictly for academic and research purposes following IEEE guidelines.