GAC | Unified Hackathon Presentation Arena

1. Interview Matrices

INTERVIEW

AIGC Portal Home ➔ Interview Guide

AI Assisted Admission Data Generation ➔ Interview

Interview ➔ Statistical Analysis

Statistics ➔ AI Analysis ➔ Dean's (Human) Decision

2. Course & Curriculum Paths

COURSE

AIGC Portal Home ➔ Course Catalog List

Course Catalog Analysis ➔ AI Assisted Course Advice

AI Assisted Course Advice ➔ Student Course Selection

3. Academic Study

CLASS

AI Based Study Desk NotebookLM

Source-Grounded Architecture ➔ RAG Filtered Clean Knowledge ➔ Use Tools of Audio, Video, Quiz, Podcast, Slides, Summary..more

AI Assisted Socratic Dialog Tutor

Review & Expansion of Study ➔ Cumulative Request or Questions ➔ Natural Muscle Memory to Work bypassing OJT

4. Code Lab Infrastructure

LAB

AI Assisted Lab for Coding
from Common Language

Any Common Language Input ➔ Generate Code in Html, CSS, Js, Python, PHP, SQL, Fortran, More

AI Assisted Lab for Code Debug and

Any Programming Language Codes ➔ AI Assisted Debug & Quality Assurance Instructions

5. Prompt:
The Paramount of AI-Education

Prompt

*AIGC Home ➔ Description of Prompts ➔ Prompts Example for Market Analysis ➔

Generation of Slides of Market Analysis

*Prompt Structure Generation from Compile Prompt Element Symbol Table ➔ Prompt Verification by HILT

*Provide a Prompt for Prompt-as-Code Lint ➔ Verify Prompt by Tests of 1 Ambiguity Check 2 Strength Test 3 Syntactic Test 4 Constraint Strength 5 Format 6 WorkFlow. For System Instruction Prompt Test, ➔ Use System Prompt & cUrl Parameter Debug.

6. Examination

EXM

AIGC Home ➔ Exam Policy ➔ Exam Score & Course List

Select an Exam ➔ Perform Exam Quiz

Exam Score List ➔ Exam Result Statistics ➔

AI Assisted Exam Analysis ➔ Post Exam Advice

Exam Record DataBase ➔ Exam Score List

7. Security & Authentication

SECURITY

Admin ➔ key-upload.php for AES-256-CBC Encryption ➔ Encrypt to /var/www/db-connect.php ➔ Key-rotate.php (CRON Job)

➔ key-decry.php (Decryption back to the original key ➔ Frontend Application

Set API Restrictions at Google Cloud ➔ console.cloud.google.com/apis/credentials?project= your project

Home ➔ AI Assisted Human Api Key Verification ➔

Set Session Variable and Api Key Registration (Optional to student) for Demo View ➔

8. Administration - Bursar's Office & Book Store

ADMIN

AIGC Home ➔ AIGC Bursar's Office @store.aigeminicollege.org/collections/educational-services

AIGC Home ➔ Textbook Store @ store.aigeminicollege.org/collections/ebook

AI Assisted Administration Monitor and Automation

AI Assisted Portal Demonstration @ demo.aigeminicollege.org

The supporter, Amostech Net Inc. to AIGC @inc.aigeminicollege.org

Additional Development Thru 2027

Textbooks Structured by Prompt for Each Course ➔

Custom Prompt Dash Board Development ➔

AI Assisted Web Book Development based on Each Textbook ➔

AI Application Education Research Center ➔

AI Agent Assisted Administration System Control➔

Explore AI GEMINI COLLEGE
Campus Facilities Instantly

Welcome! This AI assisted College is build by using Google AI Studio (20+ Apps), Gemini Models, Canvas, PHP, and MySql DB in Google Cloud Compute Engine VM. Optimization on interfacing AI model and structured DB is highly reflected. At the below you may overview the functional simulation and descriptions of AIGC.

Simulator Controls

Click any sandbox module to instantly simulate student workflows, verify database models, and test automated content generation.

The Cognitive Classroom

Student Dashboard & Study Interface Mockup

FACILITY_ID: L-01

COURSE MODULE A

Algorithmic Economy & FinTech

Study the structural economic shifts of the artificial intelligence revolution, focusing on automated labor allocation models.

COURSE MODULE B

Predictive Cognitive Analytics

Analyze statistical matrices evaluating real-time cognitive telemetry metrics and educational curriculum alignment.

Course Curriculum Syllabus Guide

Week 1-2: The Foundations - Transitioning from rote-learning systems to conversational multi-agent platforms.
Week 3-4: Technical Stack - Evaluating API hooks, server-side caching pipelines, and clean token serialization protocols.
Week 5-6: The Pitch - Preparing dynamic portfolio assets to present project report.

NotebookLM Study Desk

Active Research & High-Performance Synthesis Console

STUDIO_PANEL_V2

1. Source Curation Node

Extensions Active

Textbook: ML Secrets 101

PDF: Advanced Neural Networks

The Config Hack

CRITICAL QUALITY STEP

Shift output parameters from basic summaries to an advanced learning guide to unlock deep context windows:

Learning Guide:

2. System Prompts Engine

3. Saved Notes Stack

0 Notes Saved

No prompts executed yet. Select a prompt from the control engine to generate and save synthesized notes.

⚡ DELETE RAW SOURCES & FOCUS AI GROUNDING DIRECTLY ON CURATED NOTES

NotebookLM Panel Workspace

🎙️ Audio Overview — Simulated Deep Dive

Featuring exact mathematical model & ingredient dynamics

Format: Deep Dive Conversation

[Audio Overview idle. Click Play above or type a custom question below to join the hosts in interaction mode.]

🎴 Targeted Dynamic Flashcards

Generates hard cards focused explicitly on your selected topics

Difficulty: HARD

Drill down subtopic:

Flashcard Front

What is the primary operational distinction of Supervised Learning?

Click card to flip and reveal answer

Verified Answer

It requires a pre-labeled "answer key" training dataset to map input vectors to continuous or discrete outputs.

Click card to return to question

Prompt Practice Lab

Verify instructions, lint for structure anomalies, and transform styles in-flow

LAB_ID: GAC-LAB-7

Click to Load Prompt Inquiries (Test Cases)

Edit Prompt Text Below:

Prompt Analysis metrics

Score: --

No prompt analyzed yet. Enter text and run the Linter.

Prompt Transformation Engine

Wrap your active prompt instantly in strict cognitive layouts:

Transform Output:

Output terminal idle. Select a transformation paradigm above.

Bursar Desk & Supply Store @ store.aigeminicollege.org

Acquire curriculum materials, pay semester tuition, and get necessity supplies

STORE_SEC_C

Bursar's Office Ledger

Fall 2026

Tuition Fees: $1,500.00

Compute Lab Fees: $150.00

GAC Entry Scholarship: -$1,000.00

Current Balance Owed: $650.00

AIGC Necessities Catalog

Cart: 0 items

Advanced Prompt Engineering v2.6

Digital Textbook • $49.00

AIGC Foundation Varsity Hoodie

necessity supply • $35.00

Compute Engine API Credit Pack

necessity supply • $25.00