Builds
Projects
NLP Based Fake News Detection System
Uses tokenization, stopword removal, lemmatization, and an LSTM model to classify news articles as real or fake. Analyzes linguistic patterns and context to help combat misinformation.
Challenge: Classifying misinformation from linguistic patterns and context.
Learning: Text preprocessing, sequence modeling, and practical AI classification pipelines.
Self-Hosted Linux Server
Deployed on a TrueNAS hypervisor to host applications and services securely in a virtualized environment. Supports efficient resource management, data control, and high-performance server operations.
Challenge: Secure resource management and reliable service hosting.
Learning: Virtualized infrastructure, service operations, and data control.
Discord Clone
Developed a clone of the Discord platform.
Challenge: Recreating a real-time communication product experience.
Learning: Product interface structure and messaging application patterns.
Substitution Based Encryption and Decryption Cipher
Built a cipher that secures plaintext by replacing characters through a fixed substitution mapping.
Challenge: Designing deterministic substitution logic for plaintext encryption and decryption.
Learning: Classical cryptography fundamentals and algorithm design.
FireBot
AI-powered ServiceNow automation platform with ServiceNow integration, delta synchronization, Astra DB, React frontend, Express backend, and Firebase authentication.
Challenge: Coordinating enterprise integrations, authentication, and data synchronization.
Learning: AI automation platform architecture and product engineering.
Personal Dashboard
Task management, priority tracking, local storage persistence, and productivity analytics.
Challenge: Keeping productivity data fast and persistent locally.
Learning: Stateful front-end workflows and analytics presentation.
TrueNAS Homelab
TrueNAS SCALE, virtualization, self hosting, and reverse proxy architecture.
Challenge: Designing reliable self-hosted infrastructure.
Learning: Homelab architecture, virtualization, and service isolation.
NGINX Proxy Manager + Authelia
Reverse proxy, SSO, authentication, and secure access management.
Challenge: Securely exposing services while centralizing authentication.
Learning: Reverse proxy architecture and access control.
Passbolt Deployment
Enterprise password management through self hosting.
Challenge: Hosting sensitive credential management safely.
Learning: Secure deployment and operational responsibility.
Actual Budget Deployment
Self hosted budgeting.
Challenge: Maintaining a dependable private finance tool.
Learning: Self-hosted personal application operations.
n8n Automation Platform
Workflow automation, AI integrations, and business process automation.
Challenge: Connecting workflows across systems and AI APIs.
Learning: Automation design and process orchestration.
Langflow AI Workflows
AI orchestration and workflow design.
Challenge: Composing reliable AI workflow chains.
Learning: LLM orchestration and visual AI workflow design.
OpenClaw Deployment
AI agent deployment, MCP integration, and self-hosted AI tools.
Challenge: Deploying self-hosted AI agent infrastructure.
Learning: Agent tooling, integrations, and automation operations.
Portfolio Website
This production-ready FireBot portfolio website.
Challenge: Presenting resume, research, projects, and homelab work in a recruiter-friendly format.
Learning: Modern portfolio information architecture and performance-focused implementation.