Campus Intelligence.
An explainable real-time incident intelligence engine that transforms uncoordinated student complaints into correlated, prioritized, and actionable infrastructure incidents.
The Core Challenge
When campus infrastructure breaks down—whether it is a severed fiber link in a computer science lab or an AC compressor failure in the library—administrators rarely get an actionable diagnostic alert. Instead, they get dozens of fragmented complaints across WhatsApp, student union emails, and verbal grievances.
CampusPulse AI was engineered for our IBM SkillsBuild learning plan project submission to resolve this breakdown. Rather than treating symptoms with duplicate tickets, our platform correlates reports across space, time, semantics, and category to surface root incidents, detect emerging surges, and prescribe immediate facilities remediation.
Architectural Innovations
Engineered with a hybrid architecture combining generative language understanding with deterministic mathematical correlation.
Dual-Tier Resilient AI
Leverages Google Gemini 1.5 Flash for strict JSON schema entity extraction and 768-dimensional vector embeddings, backed by a deterministic, zero-dependency offline mock service that ensures 100% resilience during live operations.
4-Factor Correlation Math
Evaluates incoming complaints against active incidents using a transparent formula combining semantic cosine similarity (55%), building location matching (20%), cross-domain category links (15%), and temporal decay (10%).
Emerging Surge Detection
Monitors report arrival velocity to detect rapid crises (such as water main breaks or power failures), automatically elevating priority and triggering visual red alert banners on the dispatch dashboard.
Transparent AI Explainability
Every grouped report generates an audit-ready, plain-English justification explaining why reports were linked, ensuring facilities dispatchers always have verifiable operational context.
Performance & Verification Telemetry
Automated testing and algorithmic precision metrics.
5-Member Cross-Functional Engineering Team
Decoupled micro-roles with frozen API contracts and parallel modular delivery.
Vaibhav Bharathula
Sreeshanth S
Vignesh Mandadapu
Sumanth Teju
Venkata Rohit
Cross-Functional Engineering (Vaibhav Bharathula): Spearheaded backend architecture and correlation math (Role 01), while co-leading full-stack integration, 19/19 automated test suite, and merge resolution (Role 04).
Read the 2-Part Engineering Deep Dive
Dive into the code, formulas, git merge conflict resolution, and architectural decisions behind CampusPulse AI.
Inspect the code.
The complete open-source repository including the Express API, SQLite migrations, and React 19 UI is available on GitHub.
GitHub Repository