Hepapi Knowledge Hub: practical notes and patterns for building reliable systems on AWS. DevOps/Platform Engineering, QA, modernization, and Enterprise AI/GenAI. PRs welcome. Ship knowledge, not silos.

A living handbook of production-grade GenAI system patterns with runnable code.

GenAI-powered fraud detection system using transformers, PII removal, GPT-based narrative generation, and GPU-accelerated training for semantic fraud pattern analysis.

GenAI - Video Translation with LipSync (VTL) is an end-to-end AI-powered video dubbing system that leverages state-of-the-art generative AI models to automatically translate video content into multiple languages while preserving natural speech patterns and visual synchronization.

This repository is a structured learning hub for agentic AI systems and GenAI engineering. It includes notes, playground experiments, end-to-end projects, and production patterns covering LangChain, LangGraph, RAG, MCP tools, observability, testing/evals, and cloud integrations (Azure AI, AWS Bedrock, Databricks, vector DBs).

TrustLayer — Security reviews, threat models, and control patterns for GenAI systems

Plum Endorsement Management System — Hexagonal Architecture, Cloud-Native Patterns, Ollama GenAI

GenAI-powered Restaurant Kitchen Display System using order compression and order pattern intelligence to reduce kitchen latency.

A multi-agent GenAI system that analyzes stock patterns, news sentiment, corporate filings, and institutional activity to deliver explainable, risk-aware investment decisions.

A personal knowledge base of cloud-native architecture, GenAI systems, and secure design patterns. Built for scale. Documented for clarity. Shared to inspire.

🚀 Build adaptable AI systems with the GenAI-Friendly Architecture Pattern, minimizing lock-in while staying ready for future evolution in orchestration tools.

End to end GenAI & ML project : log classification system using a hybrid classification approach -> BERT + Logistic regression, Regex, and LLM to classify the log text. DBScan clustering to identify prominent regex patterns.

Developed a GenAI-powered Log Classification System using DeepSeek R1, NLP, Regex, and BERT to automatically detect, categorize, and analyze log patterns, improving error identification, reducing manual debugging time, and enhancing system reliability with high-accuracy log predictions.

Cognitive Mirror is a GenAI-powered preventive intelligence system that analyzes multi-day behavioral patterns like sleep, stress, and focus to detect early cognitive imbalance. It combines trend analytics and AI reasoning to generate explainable insights and personalized micro-interventions before risks escalate

LLM Fine-Tuning Pipeline for Domain Adaptation This repository provides an end-to-end pipeline for fine-tuning Large Language Models (LLMs) on domain-specific datasets. It includes data preprocessing, instruction formatting, training workflows, evaluation, and deployment patterns designed for production-grade GenAI systems.

GenAI applications using the Langchain framework, Huggingface's state-of-the-art models, develop Retrieval-Augmented Generation (RAG) pipelines, customize and fine-tune models to fit, understanding the architecture and design patterns for building robust generative AI systems, real-world projects like chatbots, content generation etc.