Automated Production Package Deployment Solution

Entire MERN Stack Revision in Fast-Forward. This Repository contains revision code and notes for Interview perspectives from Basic to Advanced

Enterprise-grade Cloud Resource Management Dashboard built with a complete 3-tier architecture — React frontend, FastAPI backend, and Azure SQL database. Includes full documentation, deployment guides, SQL scripts, and production-ready configuration.

Random Vectorizer API: Production-quality endpoint for generating random 500-dimensional arrays of floats from input sentences. However, this repo focuses on deployment of a Flask application in Production.

Production-grade Next.js (App Router) deployment on Cloudflare Workers using OpenNext. Edge-optimized marketing site with structured runtime architecture.

Real-world AI systems: facial emotion detection in 9 Indian languages (SIH finalist), production sentiment API on AWS (SentiFlow), NLP, LLMs & computer vision. Stack: Python · OpenCV · Flask · Docker · AWS.

26-persona biblical voice LoRA on Qwen3-14B (4-bit QLoRA via Unsloth). LIVE at chat.crossandfaith.com (Open WebUI + Google OAuth). Two-stage SFT (Q&A + raw-text continuation) + voice-differentiation quality gate; DPO with 3 engineered rejection strategies. LLM-as-judge: +12 over base.

Production deployment for CrewAI agents: Automated containerization, scaling, and monitoring for multi-agent AI systems.

T-Rex Claw OS - Cyberpunk Production Deployment System. Self-healing Docker orchestration with 7 containers, AI-powered multi-agent routing, vector memory, and neon-green glassmorphism UI.

Associate Degree Capstone Project (2024-2025): Hybrid inventory management system deployed on IBM LinuxONE (s390x). COBOL batch processing + Python/Flask web backend + Db2. Only fully implemented project from cohort vs theoretical proposals.

Enterprise Power BI project simulating data source migration from SQL Server to MySQL with KPI validation and production environment transition.

Comprehensive Docker platform: 13 concepts, 8 labs (Kubernetes, GitOps, observability). Progressive learning from basics to production. Security hardening, microservices, CI/CD, monitoring stacks, enterprise patterns, and real-world case studies.

Laravel 12 CI/CD pipeline using AWS (EC2, RDS, S3, CodeDeploy) and Bitbucket Pipelines. This project demonstrates a fully automated DevOps workflow from code push to production deployment with secure environment management and scalable AWS infrastructure.