The Autometa Platform Ecosystem

Enterprise Infrastructure for Modern Engineering Education

A unified suite engineered from first principles: native plagiarism prevention, automated laboratory administration, biometric compliance, and verified exam evaluation.

Kodin™ — World's First Academic Integrity Code Editor

Eliminate copy-paste plagiarism at the source while accelerating genuine DSA and algorithmic mastery.

Native Integrity Engine

Kodin™

Native Code Editor for Academic Integrity & Foundation-First Learning

Traditional coding labs often suffer from mindless copy-pasting. Kodin operates as a native, copy-paste prevented sandbox where students construct cognitive mastery from scratch, while faculty enjoy real-time telemetric visibility into student problem solving.

Zero Copy-Paste

Plagiarism impossible by design; code is typed and understood natively.

Auto Practical Files

Authenticated PDF lab documentation generated automatically.

Integrated DSA

150+ structured algorithmic interview problems built in.

Live Cockpit

Faculty observe every terminal in the room from one dashboard.

Kodin login interface
Kodin live lab dashboard
Kodin code editor

Engineered for Every Stakeholder

Accreditation Compliance & Institutional Governance

Deliver unquestionable academic audit trails for NAAC, NBA, and ABET reviews. Kodin proves with forensic precision that your graduates actually wrote every single line of code in their portfolios.

  • Tamper-proof practical examination and session archiving
  • Real-time cohort progress benchmarking across departments
  • Measurable improvement in campus tech recruitment conversions
100%
Verifiable Academic Integrity
Zero unauthenticated lab records across all cohorts

Effortless Lab Governance & Instant Intervention

Stop wasting hundreds of hours grading plagiarized assignments and manually checking copy-pasted files. Watch live code execution across all lab PCs from an interactive real-time cockpit.

  • See which student is stuck on compilation errors instantly
  • Automated evaluation reports with syntax and conceptual feedback
  • One-click practical file export with college letterhead
90%
Faculty Report Higher Completion
80% reduction in manual verification overhead

Cognitive Foundations for Real Tech Careers

Shortcuts and copy-pasting lead to painful interview failures. Kodin guides students to build genuine problem-solving muscle, master complex Data Structures & Algorithms, and produce verified portfolios.

  • Controlled AI mentorship that hints without spoiling answers
  • Instant code visualization of call stacks and memory state
  • Portfolio showing verifiable proof of original engineering skill
80%
Lab Engagement Surge
Active coding replaces passive copy-pasting

Before vs. After Deploying Autometa

Traditional Unmonitored Lab
Autometa Integrity Engine
Plagiarized Submissions
0%
Copy-paste disabled at the native OS & editor level.
Average Lab Engagement
85%+
Students actively code from scratch every session.
File Verification Time
Instant
Authenticated tamper-proof practical files generated automatically.

Institutional Management Tools

Seamlessly connecting attendance, faculty mentoring records, high-stakes examination execution, and on-screen script evaluation.

Facial Attendance System

Touchless, secure biometric verification powered by edge AI. Prevents proxy attendance across classrooms, computer centers, and faculty rooms in real time.

  • Zero proxy attendance with 3D liveness detection
  • Sub-second identification across large cohorts
  • Automated synchronization with college ERP systems
  • Detailed departmental attendance analytics & alerts
Schedule Demo

Mentor-Meeting System

Structured digital record-keeping for advisory and mentoring sessions. Turns unstructured conversations into auditable action plans for NAAC and NBA compliance.

  • Standardized digital meeting logs with time-stamping
  • Action-item delegation with automatic student reminders
  • Dean & HOD visibility into mentoring health
  • Instant accreditation report dossiers export
Schedule Demo

Practical Examination Software

High-integrity examination environment with locked terminal sandbox, algorithmic question randomization, isolated execution, and automated rubric grading.

  • Kiosk lockdown mode eliminating secondary browser cheating
  • Automated test case execution against hidden testbeds
  • Real-time screen anomaly telemetry
  • Centralized result aggregation & mark sheets
Schedule Demo

On-Screen Marking (OSM)

Digital assessment workflow for scanned physical scripts and digital examinations with double-blind evaluation, rubric annotations, and automated mark totaling.

  • Double-blind evaluation masking student identity
  • Interactive pen, stamp, and rubric annotation toolset
  • Zero calculation errors with auto-total summation
  • Multi-tier moderation, audit trails, and ERP export
Test Evaluator Below
OSM Live Evaluation Cockpit — Interactive Evaluator
Double-Blind Identity Masking:
Digital Answer Script

CS401: Advanced Algorithms (End-Semester Exam)

[MASKED EXAMINEE #8491]
✓ 14 / 15 Verified
Q3. [15 Marks]

Derive the worst-case and average-case recurrence relations for Quicksort. Provide mathematical justification.

Candidate Solution:

1. In the worst-case partition, one subproblem has 0 elements and other has n-1 elements.
Recurrence: T(n) = T(n-1) + T(0) + Θ(n) = T(n-1) + c·n.
Solving by substitution: T(n) = Θ(n2). ← [Step Verified ✓]

2. In the best/average-case partition, elements split evenly:
T(n) = 2T(n/2) + Θ(n). By Master's Theorem Case 2: T(n) = Θ(n log n).

Evaluation Rubrics Zero Tallying Error
1. Recurrence Formulation 5 / 5
2. Worst-Case Substitution Proof 4 / 5
3. Average-Case Master's Theorem 5 / 5
Calculated Total
14 / 15 (93.3%)
✓ Audit Verified
SHA-256 Sealed
Capability / Feature Autometa Labs & Kodin Generic Online IDEs Standard Offline IDEs
Plagiarism Prevention Native Copy-Paste Blocker Post-submission checks only None (unrestricted copy-paste)
Practical File Generation Automated Authenticated PDF Manual copy-pasting to Word Manual printouts & handwriting
Live Faculty Cockpit Real-time screen & code telemetrics Basic submission queue Walking around lab desks
Controlled AI Guidance Socratic hints (no answer leaking) Full code completion (Copilot) Unrestricted ChatGPT tabs
Accreditation Compliance Tamper-proof audit trails Export files only Paper file records
Answer Script Evaluation On-Screen Marking (OSM) with Blind Evaluation None / Unstructured uploads Manual physical paper grading
Pilot Autometa on Campus

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