Agentic AI & LLMs
Autonomous Workflows
Ubiquitous GIS
QGIS & Geo-Spatial Analysis
IoT & Drone Sensors
Telemetry & Robotics
BusSetu Platform
Transit Case Study
Asian Institute of Technology · Bangkok, Thailand

Global Innovation Internship Program

A 15-day international research fellowship exploring Artificial Intelligence, Ubiquitous GIS, Drone Telemetry, Robotics, Data Science, and Agentic Workflows. Conducted at Asian Institute of Technology (Pathum Thani, Thailand).

Artificial Intelligence Ubiquitous GIS IoT & Sensors Robotics & Arms Design Thinking Data Science Power BI Agentic AI
Live Status: GIIP-2026 International Research Fellow · AIT Bangkok, Thailand · Gautam Kumar Maurya
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15 Days
International Research
8+
Frontier Tech Domains
6+
PhDs & Mentors
Rank 1
CSE Scholar Delegation

International Academic Fellowship

The Global Innovation Internship Program (GIIP-2026) is an elite academic initiative designed by the Asian Institute of Technology to immerse top engineering scholars in frontier technology research and cross-border innovation.

Scholar Selection

Selected as part of the elite delegation representing United Institute of Technology, Prayagraj. Gautam secured 1st Rank in CSE (DS) and Rank 5 College-wide in AKTU Exams.

Hands-On Research Labs

Executed experiments in UAV flight planning, EpiCollect5 spatial mapping, Python EDA, Power BI dashboards, and robotic arm trajectory control.

Cross-Cultural Diplomacy

Engaged with international faculty, visited King Mongkut's Institute of Technology Ladkrabang (KMITL), and explored Thailand's rich technological heritage.

15
Days Fellowship
12+
International Experts
20+
Workshops & Labs
2
Thai Universities
1
Innovation Project
TH
Global Exposure

The 15-Day Journey Timeline

An interactive breakdown of key milestones, academic modules, and field research conducted during the fellowship.

DAY 01 · MAY 01, 2026

Arrival & Campus Onboarding

Landed at Suvarnabhumi International Airport (Bangkok), checked into the AIT Conference Center, and explored the international campus.

DAY 02 · MAY 02, 2026

Orientation & Academic Induction

Formal welcome address by Dr. Nitin Tripathi and AIT Directorate, safety briefings, and program schedule overview.

DAY 03 · MAY 03, 2026

Artificial Intelligence & Prompt Engineering

Masterclass on Generative AI architectures, prompt optimization strategies, and system prompt engineering.

DAY 04 · MAY 04, 2026

Ubiquitous GIS & Field Survey (EpiCollect5)

Deployed EpiCollect5 mobile mapping application across AIT campus for spatial telemetry collection and geo-tagging.

DAY 05 · MAY 05, 2026

Exploratory Data Analysis (EDA)

Statistical data cleaning, visualization, and insight generation using Python, Pandas, and Matplotlib.

DAY 06 · MAY 06, 2026

IoT, Sensors & Smart Embedded Systems

Hands-on micro-controller sensor deployment, telemetry collection, and real-time environment data monitoring.

DAY 07 · MAY 07, 2026

KMITL University Visit & Robotics Labs

Academic excursion to King Mongkut's Institute of Technology Ladkrabang (KMITL) to inspect industrial robotic arms.

DAY 08 · MAY 08, 2026

Corporate Communication & Soft Skills

Executive workshop led by Prof. Manisha Bose on cross-cultural negotiation, technical elevator pitches, and body language.

DAY 09 · MAY 09, 2026

National Science Museum & Cultural Heritage

Visited Thailand National Science Museum and ancient historical temples in Ayutthaya.

DAY 10 · MAY 10, 2026

Design Thinking & Product Ideation

Empathy mapping, problem framing, and prototype wireframing for the BusSetu transit solution.

DAY 11 · MAY 11, 2026

Business Intelligence & Power BI

Built interactive executive dashboards using Microsoft Power BI for transit analytics.

DAY 12 · MAY 12, 2026

Agentic AI & Autonomous Workflows

Deep dive into multi-agent systems, autonomous task planning, and LLM tool execution.

DAY 13 · MAY 13, 2026

BusSetu Innovation Sprint

Final software development sprint, real-time map integration, and performance benchmarking for BusSetu.

DAY 14 · MAY 14, 2026

Research Presentation & Panel Review

Presented the BusSetu platform and research findings before AIT Directorate & International Faculty Panel.

DAY 15 · MAY 15, 2026

Graduation Ceremony & Farewell

Awarding of Official International GIIP Certification, gala dinner, and return flight to India.

Core Learning Domains

Key research areas mastered during the 15-day fellowship at Asian Institute of Technology.

Artificial Intelligence

Deep neural network concepts, Generative AI models, and model tuning strategies.

Prompt Engineering

System prompts, chain-of-thought reasoning, and context window optimization.

Ubiquitous GIS

Spatial data collection, EpiCollect5 mobile mapping, and geographic telemetry.

IoT & Sensors

Micro-controller telemetry, sensor data streaming, and hardware integration.

Robotics & Arms

Robotic arm kinematics, trajectory path planning, and autonomous agents.

Exploratory Data Analysis

Python Pandas, NumPy, statistical data cleaning, and dataset visualization.

Power BI Analytics

Executive dashboard design, DAX formulas, and interactive business metrics.

Digital Strategy

Product outreach metrics, conversion funnels, and digital presence scaling.

Corporate Comm

Cross-cultural negotiations, executive pitch presentations, and leadership.

Design Thinking

Human-centered problem mapping, user interviews, and rapid wireframing.

Agentic AI

Multi-agent tool invocation, autonomous task decomposition, and memory.

QGIS & Drones

Quantum GIS spatial analysis, UAV aerial telemetry, and flight path mapping.

The 15-Day Deep Dive

Detailed logs, photos, and key takeaways recorded during every day of the fellowship at AIT Bangkok.

Day 01 · May 01, 2026

Landmark Arrival in Bangkok, Thailand

Artificial Intelligence Ubiquitous GIS Global Exposure
Morning & Afternoon

Landed at Suvarnabhumi International Airport (Bangkok). Private transit delegation to AIT Campus in Pathum Thani.

Evening

Check-in at AIT Conference Center, campus tour, and welcome cohort dinner.

Key Takeaways
  • Established research readiness in a multicultural international academic environment.
  • Explored AIT campus infrastructure, library, and global student hub.
AIT Campus Arrival
Day 02 · May 02, 2026

Official Induction & Academic Briefing

Design Thinking Artificial Intelligence Research Ethics
Morning

Welcome address by Dr. Nitin Tripathi (Director SDP AIT) and program coordinators.

Afternoon

Research ethics induction, laboratory access setup, and team cohort assignments.

Key Takeaways
  • Aligned on GIIP 2026 milestone deliverables and evaluation criteria.
  • Setup international academic credentials and lab workstation access.
AIT Orientation Session
Day 03 · May 03, 2026

Artificial Intelligence & Prompt Engineering

Artificial Intelligence Agentic AI Prompt Engineering
Morning & Afternoon

Intensive workshop on LLM prompt optimization, system instruction design, and multi-turn conversational agents led by Dr. Nitin Tripathi.

Key Takeaways
  • Mastered structured JSON output formatting from LLM inference engines.
  • Learned context truncation and token management strategies.
AI Masterclass
Day 04 · May 04, 2026

Ubiquitous GIS & Field Survey Mapping

Ubiquitous GIS Data Science Spatial Telemetry
Field Operations

Field survey deployment across AIT campus using EpiCollect5 to record geo-referenced environmental attributes and spatial coordinates.

Key Takeaways
  • Collected 100+ spatial data points for campus infrastructure analysis.
  • Exported GeoJSON feeds into spatial database visualizers.
GIS Field Mapping
Day 05 · May 05, 2026

Exploratory Data Analysis (EDA)

Data Science Artificial Intelligence Power BI
Lab Session

Statistical data cleaning, outlier detection, and insight generation using Python, Pandas, Matplotlib, and Seaborn.

Key Takeaways
  • Built automated data validation scripts for messy telemetry datasets.
  • Generated correlation heatmaps and distribution curves.
EDA Lab Session
Day 06 · May 06, 2026

IoT, Sensors & Smart Embedded Systems

IoT & Sensors Ubiquitous GIS Robotics & Arms
Hardware Workshop

Hands-on microcontroller deployment, environmental sensor calibration, and MQTT telemetry streaming with Dr. Vatcharunya.

Key Takeaways
  • Configured real-time sensor streams over low-power Wi-Fi networks.
  • Analyzed edge sensor packet loss and latency parameters.
IoT Lab Session
Day 07 · May 07, 2026

KMITL University & Robotics Arm Research

Robotics & Arms Artificial Intelligence IoT & Sensors
KMITL Delegation

Academic delegation visit to King Mongkut's Institute of Technology Ladkrabang (KMITL). Inspected 6-axis robotic arms and autonomous fabrication rigs.

Key Takeaways
  • Analyzed inverse kinematics and robotic joint trajectory algorithms.
  • Interacted with international robotics faculty at KMITL research center.
KMITL Visit
Day 08 · May 08, 2026

Corporate Communication & Global Leadership

Design Thinking Global Leadership Corporate Comm
Leadership Seminar

Masterclass on cross-cultural negotiation, high-impact executive presence, and international team leadership with Prof. Manisha Bose.

Key Takeaways
  • Mastered non-verbal executive communication in global research panels.
  • Practiced conflict resolution and persuasive pitch techniques.
Corporate Comm Masterclass
Day 09 · May 09, 2026

National Science Museum & Cultural Heritage

Data Science Ubiquitous GIS Cultural Heritage
Cultural Immersion

Excursion to Thailand National Science Museum and ancient historical temples in Ayutthaya.

Key Takeaways
  • Explored interactive exhibits on Southeast Asian technological evolution.
  • Studied spatial conservation techniques used at UNESCO heritage sites.
Science Museum Visit
Day 10 · May 10, 2026

Design Thinking & BusSetu Product Ideation

Design Thinking Artificial Intelligence BusSetu Transit
Innovation Lab

Empathy mapping, commuter persona definition, and prototype wireframing for the BusSetu public transit tracking solution.

Key Takeaways
  • Defined core user journeys for low-literacy transit commuters.
  • Designed high-contrast map UI controls for outdoor mobile visibility.
Design Thinking Sprint
Day 11 · May 11, 2026

Business Intelligence & Power BI Analytics

Power BI Data Science Business Analytics
Analytics Lab

Built interactive executive dashboards in Microsoft Power BI modeling public transit delay metrics and passenger throughput.

Key Takeaways
  • Wrote DAX measures for dynamic time-series aggregation.
  • Created executive drill-down dashboards for transit authority managers.
Power BI Workshop
Day 12 · May 12, 2026

Agentic AI & Autonomous Agent Workflows

Agentic AI Artificial Intelligence Autonomous Tools
Agentic Lab

Deep dive into multi-agent coordination, autonomous tool calling loops, and self-correcting code execution workflows.

Key Takeaways
  • Architected multi-agent delegation pipelines for complex research tasks.
  • Implemented function calling handlers with schema validation.
Agentic AI Workshop
Day 13 · May 13, 2026

BusSetu Innovation Sprint & Live Integration

IoT & Sensors Ubiquitous GIS BusSetu Platform
Full-Stack Sprint

Final software development sprint, real-time Google Maps integration, GTFS feed parsing, and Vercel edge deployment for BusSetu.

Key Takeaways
  • Achieved sub-second route rendering performance on mobile browsers.
  • Verified real-time vehicle coordinate updates on live vector maps.
BusSetu Development Sprint
Day 14 · May 14, 2026

Final Project Defense & Faculty Panel Review

Artificial Intelligence Agentic AI Faculty Panel
Academic Defense

Presented the BusSetu platform, architecture diagrams, live web application, and research findings before the AIT Directorate & International Faculty Panel.

Key Takeaways
  • Received top commendation from Dr. Nitin Tripathi and faculty jury.
  • Successfully demonstrated live GTFS stream parsing and ETA calculation.
Final Presentation
Day 15 · May 15, 2026

Graduation Ceremony & Farewell Gala

Power BI GIIP Certification AIT Fellow
Graduation Ceremony

Awarding of Official International GIIP 2026 Certificates by AIT Directorate, valedictory address, farewell dinner, and return flight to India.

Key Takeaways
  • Concluded 15-day international fellowship with highest distinction.
  • Established lifelong academic and research networks across Thailand and global institutions.
Graduation Ceremony
Startup Case Study · GIIP 2026 Project AIT Innovation Labs

BusSetu Transit Platform

A real-time public transit tracking and route optimization platform engineered to eliminate commuter uncertainty across regional transport networks.

Problem Statement

Commuters in regional transport corridors face severe timetable uncertainty, zero real-time vehicle visibility, and frustrating long wait times due to uncoordinated dispatch data.

Solution Architecture

BusSetu ingests GTFS static schedule files and blends them with real-time GPS telemetry streams to compute accurate arrival ETA projections on interactive vector maps.

My Role as Lead Architect

Engineered the full-stack system architecture, built low-latency map visualizers, integrated Google Maps APIs, and presented the working prototype before AIT faculty.

Technologies & Stack

JavaScript (ES6+) Node.js Google Maps API GTFS Parser HTML5 / CSS3 RESTful API Vercel Edge

Measured Key Outcomes

< 1s
Map Latency
98%
ETA Accuracy
Top 1
AIT Jury Grade

Faculty & Mentors

Distinguished professors, research directors, and corporate trainers who guided the GIIP 2026 fellowship.

Dr. Nitin Tripathi

Dr. Nitin Tripathi

Director Special Degree Programs
Professor of Remote Sensing & GIS, AIT
Dr. Chutiporn Anutariya

Dr. Chutiporn Anutariya

Department Head & Associate Professor
Computer Science & Info Management, AIT
Dr. Prapas

Dr. Prapas

Professor & Research Director
Artificial Intelligence & Robotics, AIT
Dr. Rishi

Dr. Rishi

Specialist Research Faculty
Data Science & Spatial Analytics, AIT
Prof. Manisha Bose

Prof. Manisha Bose

International Corporate Trainer
Cross-Cultural Communication Expert
Dr. Vatcharunya

Dr. Vatcharunya

Senior Research Specialist
IoT & Embedded Systems Lab, AIT
Dr. Sarawut

Dr. Sarawut

Associate Research Director
Geoinformatics & Spatial Analytics, AIT
Prof. Napat

Prof. Napat

Cultural Academic Liaison
International Student Affairs, AIT

Reflection & Growth

Personal synthesis of academic insights, technical evolution, and global perspective gained during the fellowship.

Academic Excellence

Reinforced theoretical concepts learned during B.Tech CSE (DS) through direct application in international research labs.

Technical Mastery

Gained hands-on mastery in Agentic AI workflows, spatial data analytics, drone flight planning, and rapid web prototyping.

Global Exposure

Developed cross-cultural communication skills, international research ethics, and global academic networking habits.

Future Vision

Inspired to continue pioneering full-stack AI applications, open-source infrastructure tools, and scalable software solutions.