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Zentobyte
Ed-Tech & Learning·Web SaaS Platform & AI Scoring·Sprint Cadence: 14 Weeks

EduPulse — Interactive Cohort Learning & AI Assessment Platform

An interactive education platform supporting cohort-based video courses, automated coding assessment grading, and verifiable credential issuance with sub-second lesson streaming.

Delivery Format
Full-Stack Web SaaS Platform
Code Execution
Isolated Docker Sandbox Pods
Video Delivery
Adaptive HLS Video Streaming
Engineering Challenge

Operational Friction & System Constraints

Instructors spent 15+ hours weekly manually grading coding exercises and student assessments, while global video playback suffered buffering on low-bandwidth student connections.

Architecture & Implementation

System Engineering & Automation

Built a sandboxed Docker execution environment for instant automated code grading, integrated AWS CloudFront video transcoding with adaptive HLS streaming, and designed interactive live cohort discussion rooms.

Architectural Core Highlight

Multi-tenant sandbox container runner isolating student code execution with 500ms feedback latency.

Technology Stack

Next.jsTypeScriptPythonDockerAWS CloudFrontPostgreSQLRedis

Delivered System Artifacts

  • Student learning portal with synchronized code editor
  • Automated test harness and grading pipeline
  • Instructor analytics dashboard with cohort engagement tracking
  • Verifiable cryptographic certificate issuance module

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