LLM ConversationTransformer Language Model From Scratch
Build and train a small autoregressive language model from the core Transformer architecture.
View project ↗
AI & Software Engineer
MohammedAman Jukaku.
I build intelligent systems across LLMs, machine learning, data engineering, computer vision, robotics, and simulation.
Bengaluru, Karnataka, IndiaOpen to opportunities
Bachelor of Engineering · R V College of EngineeringSCROLL TO EXPLORE ↓
03Industry internshipsAI · SOFTWARE · DATA
16Projects & experimentsFROM MODELS TO SYSTEMS
07Engineering disciplinesCURIOSITY WITHOUT SILOS
01 /
Selected work
A closer look at the systems I build.
SELECTED PROJECTS ↘
01/ 07
LLM / Generative AI
Transformer Language Model From Scratch
Build and train a small autoregressive language model from the core Transformer architecture.
PyTorch · Transformers · BPE
View project ↗LLM Conversation
Blockchain Biometric Identity System DashboardDecentralized Multimodal Biometric Identity System
Build a privacy-preserving identity-verification system using face, voice, document biometrics, encryption, IPFS, and blockchain.
View project ↗
Robot Front ViewAI Smart Surveillance Robot
Build an autonomous mobile surveillance platform combining robotics, computer vision, navigation, and networked control.
View project ↗
BYS HomepageBumpYourServer
Built and operate a production Discord bot serving communities representing approximately 100,000 members.
View project ↗
Skin Lesion ClassificationSkin Lesion Classification
Classify seven categories of skin lesions using an explainable CNN trained on HAM10000.
View project ↗
Global Compass LiveGlobal Compass - Interactive 3D News Exploration Platform
Explore global news spatially through an interactive 3D globe with AI-powered regional summaries.
View project ↗
Particle Simulation LiveParticle Life Simulation
Explore how complex emergent structures arise from simple particle interaction rules.
View project ↗02 /
Built in the real world
Experience across research and industry.
Jul 2026 — PresentCURRENT
Technical Staff Intern
Soket AI
Building AI-agent-driven systems for programmatic 3D scene generation and game-tool workflows.
- LLM-agent-driven 3D scene generation
- Programmatic 3D scene construction
- AI-agent orchestration
LLMs · AI Agents · 3D Frameworks · Python · Synthetic Data · Game Tooling
Responsibilities +
- LLM-agent-driven 3D scene generation
- Programmatic 3D scene construction
- AI-agent orchestration
- Automated synthetic 3D data generation
- Game-tool ecosystem development
- Interactive puzzle/game domains
- Game logic and tool execution
- Synthetic interaction-data generation for LLM training
Mar 2026 — Jun 2026
Data Curation Intern
Indian Institute of Technology Gandhinagar
Built large-scale automated pipelines for LLM dataset collection, curation, standardization, and synthetic instruction-tuning data generation.
- Automated LLM data pipelines operating at hundreds-of-millions-of-samples scale
Python · Hugging Face · LLM APIs · Cloud Infrastructure · Data Pipelines · Synthetic Data Generation
Responsibilities +
- Data collection
- Web/data scraping
- Cleaning
- Normalization
- Deduplication
- Filtering
- Annotation
- Validation
- Synthetic instruction-tuning datasets
- Single-turn and multi-turn dataset generation
- Schema standardization
- Conversational dataset analysis
- Response quality analysis
- Token and sequence distribution analysis
- Domain balance analysis
- Structural consistency analysis
May 2024 — Sep 2024
Software Developer Intern
Emertxe Information Technologies
Developed LLM-powered applications and a full-stack platform for testing, managing, and deploying fine-tuned models.
- Fine-tuned OpenAI foundation models for domain-specific tasks
- Integrated model inference into application workflows
- Built full-stack platform for testing fine-tuned LLMs
OpenAI Models · LLMs · Python · Full-Stack Development · APIs
Responsibilities +
- Fine-tuned OpenAI foundation models for domain-specific tasks
- Integrated model inference into application workflows
- Built full-stack platform for testing fine-tuned LLMs
- Built LLM management and deployment workflows
- Developed AI mock-interview system
- Automated interview question generation
- Automated interview sessions
- Response analysis
- AI-driven scoring and evaluation reports
03 /
The wider picture
Production systems, side projects, and experiments.
2025↗2026↗2026↗2026↗2025↗2025↗2025↗2024↗2024↗2024↗2025↗2024↗2022↗2020↗2020↗2020↗
Transformer Language Model From Scratch
PyTorch · Transformers · BPE
Decentralized Multimodal Biometric Identity System
Deep Learning · IPFS · Ethereum
AI Smart Surveillance Robot
ESP32 · YOLO · Computer Vision
Global Compass - Interactive 3D News Exploration Platform
Web Development · 3D Visualization · APIs
Skin Lesion Classification
PyTorch · CNN · Grad-CAM
Particle Life Simulation
Python · Simulation · Mathematics
BumpYourServer
Python · discord.py · CI/CD
Scenery Generation GAN
GAN · Deep Learning · Image Generation
Maze Runner
Robotics · Embedded Systems
Handwritten Digit Classifier & Generator
CNN · GAN · Python
3D Self-Healing Compound Simulation
Simulation · Python · Probabilistic Algorithms
Novel-Writing Tool
Web Development
Landing Pages & Custom Tools
Web Development · Freelance
Pokémon Info App
Web Development · APIs
Social Media Bots
Python · APIs · Automation
Sentiment Analysis Tool
NLP · Machine Learning
No projects match these categories. Select All to reset.
04 /
Across the stack
Different disciplines. Connected thinking.
01AI & Machine Learning
+
02Software Engineering
+
03Data & Infrastructure
+
04Applied Engineering
+
05 /
Recognition & milestones
2025
Winner, College-wide Researchathon
R. V. College of Engineering
Won a college-wide research competition with a skin-lesion classification project.
Project Skin Lesion Classification
2024
1st Place, Maze-Solving Robotics Competition
BMS College of Engineering
Built a robot capable of autonomously navigating a maze as part of a 2-day competition.
Project Maze Runner
Technical Article · Feb 2025
Particle Life: Simulating the Emergence of Order from Chaos
Medium
Technical article discussing particle interactions, emergent structures, simulation mechanics, and computational exploration.
Read article ↗Continued learning CREDENTIALS
Enlarge certificate ↗
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Enlarge certificate ↗06 /
Beyond engineering
Personal pursuits and small milestones.
Chess.com
Chess.com Puzzle Rank
Top 10%
Chess puzzle performance ranked within the top 10%.
Personal interest
Photography
Photography of landscapes, scenery, cars, architecture, travel, and everyday moments, with an interest in editing and composition.
Certified paraglider
Paragliding
Completed training with multiple solo flights and enjoyed the experience of flying.
07 /
More than one direction
I build intelligent systems across LLMs, machine learning, data engineering, computer vision, robotics, and simulation.
Building intelligent systems that interact with real environments. AI agents and tool-use systems. Large-scale AI data infrastructure. Computer vision and robotics. Simulation and computational systems. AI products that can be deployed and used by real people.
AWAY FROM THE KEYBOARD
Chess · Photography · Art · Financial Markets · Crypto · Cycling · Swimming · Paragliding
EDUCATION · 2024—2028
R V College of Engineering
Bachelor of Engineering
Information Science Engineering
CURRENTLY EXPLORING
Soket AI Internship
AI-agent-driven 3D scene generation, game-tool ecosystem development, and synthetic interaction-data generation.
LLM / Synthetic Data Workflows
Exploring scalable synthetic data generation and variation for puzzle/game interaction datasets.
Notes from the process RESEARCH & WRITING
Medium · 2025-02Particle Life: Simulating the Emergence of Order from Chaos↗COMMUNITY Member · Google Developer Groups - RVCE Campus Chapter
OPEN TO WHAT’S NEXT
Have something
ambitious in mind?
Open to AI/ML, software engineering, research, and technically ambitious startup opportunities.
aman.jukaku@gmail.com↗Transformer Language Model From Scratch
Build and train a small autoregressive language model from the core Transformer architecture.
LLM Conversation
Problem / Idea
Build and train a small autoregressive language model from the core Transformer architecture.
What I built
Built a 7.7M-parameter autoregressive Transformer from scratch with custom BPE tokenization and an end-to-end training pipeline.
- Transformer architecture
- Multi-head self-attention
- Custom BPE tokenizer
- Dataset preparation
- Training pipeline
- Model training
- Interactive generation demo
Engineering
Implemented the core Transformer language-model pipeline rather than relying solely on a hosted LLM API.
Results / Outcomes
- parameters
- 7.7M
- vocabulary size
- 32K tokens
- sequence length
- 256 tokens
- training steps
- 10000
- training samples
- ~140K
Technologies
Decentralized Multimodal Biometric Identity System
Build a privacy-preserving identity-verification system using face, voice, document biometrics, encryption, IPFS, and blockchain.
Blockchain Biometric Identity System Dashboard
GitHubView sourceAmjuks/Identity-Verification-System-BlockchainGitHubView sourceAmjuks/De-centralised_Identity
Problem / Idea
Build a privacy-preserving identity-verification system using face, voice, document biometrics, encryption, IPFS, and blockchain.
What I built
Built a multimodal identity-verification platform combining facial recognition, voice verification, and identity-document analysis with decentralized storage and blockchain-based identity mappings.
- Face verification
- Voice verification
- Document verification
- Multimodal AI pipeline
- AES-256-CBC encrypted biometric embeddings
- IPFS storage
- Ethereum Sepolia smart-contract identity mappings
- Verification records
Engineering
Combined multimodal biometrics, encrypted storage, decentralized file storage, and blockchain identity mappings in one system.
Results / Outcomes
- users evaluated
- 50
- facial recognition accuracy
- 97.2%
- voice verification accuracy
- 89.6%
- document verification accuracy
- 92.4%
- combined multimodal accuracy
- 90.8%
- false acceptance rate
- 2%
- raw biometric data
- ~4 MB
- ipfs representation
- ~12 KB
- blockchain representation
- 32 bytes
Technologies
AI Smart Surveillance Robot
Build an autonomous mobile surveillance platform combining robotics, computer vision, navigation, and networked control.
Robot Front View
Problem / Idea
Build an autonomous mobile surveillance platform combining robotics, computer vision, navigation, and networked control.
What I built
Built an autonomous surveillance robot using ESP32, Wi-Fi, ultrasonic sensing, DC motors, a custom 3D-printed chassis, YOLO object detection, target tracking, autonomous navigation, and a real-time web dashboard.
- ESP32-based robot
- Wi-Fi communication
- Ultrasonic sensing
- DC motor control
- 3D-printed chassis
- YOLO object detection
- Target tracking
- Autonomous navigation
- Tracking-loss alerts
- Real-time web dashboard
- Live video
- Target selection
- Robot controls
- Event logs
- Navigation mapping
Engineering
Integrated physical robotics, real-time computer vision, autonomous behavior, networking, and a web control/monitoring layer.
Technologies
Global Compass - Interactive 3D News Exploration Platform
Explore global news spatially through an interactive 3D globe with AI-powered regional summaries.
Global Compass Live
Problem / Idea
Explore global news spatially through an interactive 3D globe with AI-powered regional summaries.
What I built
Built and launched an interactive 3D globe platform for location-based news discovery, combining real-time news aggregation with AI-powered regional summaries.
- Interactive 3D globe
- Location-based news discovery
- Real-time news aggregation
- AI-powered regional summaries
- Spatial navigation UX
Engineering
Uses a spatial interface as the primary interaction model for exploring global events.
Technologies
Skin Lesion Classification
Classify seven categories of skin lesions using an explainable CNN trained on HAM10000.
Skin Lesion Classification
GitHubView sourceAmjuks/Skin-Cancer-Classification-AI-ModelKaggleExplore notebookcode/amjuks/skin-cancer-10k-v2
Problem / Idea
Classify seven categories of skin lesions using an explainable CNN trained on HAM10000.
What I built
Developed a 3.2M-parameter CNN for seven-class skin-lesion classification using class-weighted training to address dataset imbalance and Grad-CAM for explainability.
- 3.2M-parameter CNN
- Seven-class classifier
- HAM10000 data pipeline
- Class-weighted training
- Grad-CAM visualization
Engineering
Combined classification performance with visual explainability for medical imaging predictions.
Results / Outcomes
- parameters
- 3.2M
- classes
- 7
- validation accuracy
- ~85%
Winner, college-wide Researchathon
Technologies
Particle Life Simulation
Explore how complex emergent structures arise from simple particle interaction rules.
Particle Simulation Live
GitHubView sourceAmjuks/Particle-Life-Simulationamjuks.github.ioOpen live projectParticle-Life-Simulationmedium.comRead article@aman.jukaku/particle-life-simulating-the-emergence-of-order-from-chaos-e006dbcc574a
Problem / Idea
Explore how complex emergent structures arise from simple particle interaction rules.
What I built
Simulated particle systems to investigate emergence of order and complexity from simple interaction rules.
- Particle interaction system
- Emergent-behavior simulation
- Interactive visualization
- Simulation logic
Engineering
Demonstrates emergent behavior from simple local interaction rules.
Technologies
BumpYourServer
Built and operate a production Discord bot serving communities representing approximately 100,000 members.
BYS Homepage
Problem / Idea
Built and operate a production Discord bot serving communities representing approximately 100,000 members.
What I built
Built and operate a production Discord bot serving communities representing approximately 100,000 members.
- Discord bot architecture
- Asynchronous event handling
- Server promotion
- Moderation/reporting
- Configuration
- Cross-server global chat
- Persistent data
- Deployment
- CI/CD
- Reliability
- Production operations
Engineering
Demonstrates long-running production software, asynchronous systems, persistence, deployment, CI/CD, and reliability.
Results / Outcomes
- community scale
- ~100,000 members
Technologies
Scenery Generation GAN
GAN for landscape image generation using a 14.6M-parameter generator and 33.9M-parameter discriminator trained on ~7,000 images.
Repository image
Problem / Idea
GAN for landscape image generation using a 14.6M-parameter generator and 33.9M-parameter discriminator trained on ~7,000 images.
What I built
GAN for landscape image generation using a 14.6M-parameter generator and 33.9M-parameter discriminator trained on ~7,000 images.
Technologies
Maze Runner
Autonomous maze-solving robot built for a robotics competition.
Project image
Problem / Idea
Autonomous maze-solving robot built for a robotics competition.
What I built
Autonomous maze-solving robot built for a robotics competition.
Results / Outcomes
1st Place, Maze-Solving Robotics Competition, BMS College of Engineering
Technologies
Handwritten Digit Classifier & Generator
CNN handwritten-digit classifier combined with a GAN for synthetic image generation.
Project image
Problem / Idea
CNN handwritten-digit classifier combined with a GAN for synthetic image generation.
What I built
CNN handwritten-digit classifier combined with a GAN for synthetic image generation.
Technologies
3D Self-Healing Compound Simulation
Probabilistic 3D simulation of a grid-based material repairing localized damage.
Project image
GitHubView sourceAmjuks/3D-Self-Healing-Compound-Simulationamjuks.github.ioOpen live project3D-Self-Healing-Compound-Simulation
Problem / Idea
Probabilistic 3D simulation of a grid-based material repairing localized damage.
What I built
Probabilistic 3D simulation of a grid-based material repairing localized damage.
Technologies
Novel-Writing Tool
Writing-management tool for organizing novels, chapters, characters, and story arcs.
Web Development
Novel-Writing Tool
Writing-management tool for organizing novels, chapters, characters, and story arcs.
Explore projectYouTubeExplore resourcewatchGitHubView sourceAmjuks/CS50-Web-Development/tree/master/Final Project/storyforge
Problem / Idea
Writing-management tool for organizing novels, chapters, characters, and story arcs.
What I built
Writing-management tool for organizing novels, chapters, characters, and story arcs.
Technologies
Landing Pages & Custom Tools
Freelance websites and custom software tools delivered for different requirements.
Web Development / Freelance
Landing Pages & Custom Tools
Freelance websites and custom software tools delivered for different requirements.
Explore projectProblem / Idea
Freelance websites and custom software tools delivered for different requirements.
What I built
Freelance websites and custom software tools delivered for different requirements.
Technologies
Pokémon Info App
Interactive frontend for browsing, searching, and filtering Pokémon data.
Web Development / APIs
Pokémon Info App
Interactive frontend for browsing, searching, and filtering Pokémon data.
Explore projectYouTubeExplore resourcewatchGitHubView sourceAmjuks/CS50s-Introduction-to-Computer-Science/tree/master/Week 9 - Final Project
Problem / Idea
Interactive frontend for browsing, searching, and filtering Pokémon data.
What I built
Interactive frontend for browsing, searching, and filtering Pokémon data.
Technologies
Social Media Bots
Python automation bots for messaging, posting, and data extraction across platforms such as Reddit and Discord.
Python / APIs / Automation
Social Media Bots
Python automation bots for messaging, posting, and data extraction across platforms such as Reddit and Discord.
Explore projectProblem / Idea
Python automation bots for messaging, posting, and data extraction across platforms such as Reddit and Discord.
What I built
Python automation bots for messaging, posting, and data extraction across platforms such as Reddit and Discord.
Technologies
Sentiment Analysis Tool
NLP classifier that analyzes and categorizes sentiment in user-provided text.
NLP / Machine Learning
Sentiment Analysis Tool
NLP classifier that analyzes and categorizes sentiment in user-provided text.
Explore projectProblem / Idea
NLP classifier that analyzes and categorizes sentiment in user-provided text.
What I built
NLP classifier that analyzes and categorizes sentiment in user-provided text.