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Saviour5538/README.md

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$ whoami

class Saviour5538:
    name        = "Saviour"
    location    = "India 🇮🇳"
    focus       = ["Agentic AI", "RAG & Graph RAG", "Deep Learning", "AI Safety"]
    stack       = ["Python", "C++", "SQL", "LangChain", "LangGraph", "MCP", "A2A"]
    building    = "Production-grade AI systems that think, plan, and act autonomously"
    learning    = ["Graph RAG", "A2A Protocol", "MCP Servers", "Constitutional AI"]
    motto       = "Don't just use AI — build systems that use AI to build more AI 🔄"

$ cat tech_stack.json

🐍 Languages

Python C++ SQL


🧠 Machine Learning & Deep Learning

PyTorch TensorFlow Keras Scikit-Learn HuggingFace Transformers NumPy Pandas


🤖 Agentic AI & LLM Frameworks

LangChain LangGraph MCP A2A Protocol CrewAI Groq Ollama


🔍 RAG · Graph RAG · Vector Databases

RAG Graph RAG ChromaDB Qdrant FAISS Neo4j Weaviate Pinecone


🗄️ Databases

PostgreSQL SQLite MySQL


🔧 Backend & MLOps

FastAPI Streamlit DVC Docker Git


$ ls -la ./flagship-projects/

Production-grade AI safety system wrapping LLaMA 3.3 70B with a 9-step guardrail pipeline — injection detection, toxicity classification, PII redaction, RAG hallucination checking & Constitutional AI self-critique.

LangChain RAG Qdrant Groq Streamlit

🕸️ A2A Protocol

Full implementation of Google's Agent-to-Agent protocol. Autonomous AI agents that discover each other, exchange tasks & compose results over HTTP using JSON-RPC 2.0. Includes web dashboard & Groq API.

A2A FastAPI Groq Python

Multi-agent pipeline that autonomously builds a full Streamlit + SQLite app from plain English. BA, Architect, PM, Dev & QA agents collaborate end-to-end — zero manual coding required.

LangGraph LangChain Groq SQL

Bio-inspired semantic search without vector embeddings — pure PostgreSQL. A novel approach using biological DNA analogy for efficient similarity search at scale — an alternative to vector databases.

PostgreSQL SQL Graph RAG Python

Production-grade Agentic RAG with autonomous query rewriting, local FlashRank reranking & persistent memory for grounded, real-time web research.

LangChain RAG Vector DB MCP

Compares LoRA, Prefix Tuning & P-Tuning for summarization on T5-small. Evaluated with ROUGE & BERTScore — efficient fine-tuning with minimal trainable parameters.

PyTorch HuggingFace LoRA Deep Learning


$ git log --stat



$ cat contribution_graph.txt

Activity Graph


$ ping connect

GitHub LinkedIn Email


> Building agents that build agents.
> Every commit is a step toward autonomous intelligence.

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