SAIKIRANPATNANA/GENAI_PROJECTS

A DEEP DIVE INTO GENAI VIA GENAI PROJECTS

1

stars

20

commits

Jupyter Notebook

primary language

Aug 30, 2026

updated

README

Generative AI Projects

This repository groups together my Generative AI projects in one place for cleaner portfolio management and easier exploration.

Recent additions in this repository also include content-focused, safety-focused, evaluation-focused, and agent-engineering GenAI systems:

  • blog-generation-agenticai for AI-assisted long-form blog drafting and content generation workflows.
  • ainews-generation-agenticai for AI-driven news generation, summarization, and topic-oriented publishing ideas.
  • blood-report-parsing-iisc for AI-assisted blood report parsing, abnormality detection, and healthcare-oriented structured extraction.
  • ai_guardrails for NeMo Guardrails, Colang flows, input/output rails, and safer LLM behavior design.
  • agentic_memory for AI Memory Lab, a Streamlit/Groq demo suite covering short-term memory, long-term memory, vector-store memory, entity memory, episodic/semantic/procedural memory, self-reflection, routing, cost tracking, and architecture diagrams.
  • advanced_prod_rag for production-ready enterprise RAG with OpenAI/Anthropic routing through Portkey, Jina embeddings/reranking, Qdrant retrieval, Prometheus metrics, auth, rate limiting, Neon/Upstash integrations, tests, and AWS deployment scripts.
  • loop_engineering_demo for a TestSprite loop-engineering demo showing build -> verify -> inspect failure bundle -> fix -> deploy -> rerun around an intentional checkout regression.
  • harness_engineering_demo for a LangGraph multi-agent support harness with guardrail, router, specialist agents, and reviewer agent patterns.
  • google_okf for comparing Basic RAG, Google Open Knowledge Format retrieval, and Hybrid RAG with LangGraph, FAISS, Jina reranking, Groq, openevals, and LangSmith experiments.
  • rag_evaluation for RAGAS-based evaluation of retrieval and generation quality in a product-catalog RAG app.
  • llm_gateways for production LLM gateway concepts including Portkey routing, retries, fallbacks, observability, caching, rate limits, load balancing, and streaming.
  • multimodal_rag_via_diff_ocr for comparing Docling, Unlimited-OCR/PaddleOCR, and GLM-OCR layout strategies inside a multimodal RAG pipeline with Qdrant hybrid search, RRF fusion, reranking, Groq generation, FastAPI, and Streamlit BYOK workbenches.

Included Projects

  • ainews-generation-agenticai
  • ai_guardrails
  • agentic_memory
  • advanced_rag
  • advanced_prod_rag
  • ats-using-gemini
  • blog-generation-agenticai
  • blood-report-parsing-iisc
  • calorie-calc-using-gpv
  • disease-diagnosis-dhanvantari
  • google_okf
  • harassment-bot
  • harness_engineering_demo
  • hybd_cmr_edtech
  • loop_engineering_demo
  • med-triage-agenticai
  • llm_gateways
  • multimodal_rag_via_diff_ocr
  • pskgpt-via-transformers
  • rag_evaluation
  • sadhana-gen-ai-project
  • stance-detection
  • whatsapp-chat-analyser

Notes

  • Nested Git repositories, FAISS index files, and local generated artifacts are removed so this repo can be pushed cleanly as a single grouped repository.
  • Secrets and hardcoded API keys should always be replaced with environment variable usage before pushing.
  • Project folders may continue to be refined over time with better documentation, screenshots, and deployment notes.

Contributors

SAIKIRANPATNANA

20 commits

SAIKIRANPATNANA/GENAI_PROJECTS

A DEEP DIVE INTO GENAI VIA GENAI PROJECTS

1

stars

20

commits

Jupyter Notebook

primary language

Aug 30, 2026

updated

README

Generative AI Projects

This repository groups together my Generative AI projects in one place for cleaner portfolio management and easier exploration.

Recent additions in this repository also include content-focused, safety-focused, evaluation-focused, and agent-engineering GenAI systems:

  • blog-generation-agenticai for AI-assisted long-form blog drafting and content generation workflows.
  • ainews-generation-agenticai for AI-driven news generation, summarization, and topic-oriented publishing ideas.
  • blood-report-parsing-iisc for AI-assisted blood report parsing, abnormality detection, and healthcare-oriented structured extraction.
  • ai_guardrails for NeMo Guardrails, Colang flows, input/output rails, and safer LLM behavior design.
  • agentic_memory for AI Memory Lab, a Streamlit/Groq demo suite covering short-term memory, long-term memory, vector-store memory, entity memory, episodic/semantic/procedural memory, self-reflection, routing, cost tracking, and architecture diagrams.
  • advanced_prod_rag for production-ready enterprise RAG with OpenAI/Anthropic routing through Portkey, Jina embeddings/reranking, Qdrant retrieval, Prometheus metrics, auth, rate limiting, Neon/Upstash integrations, tests, and AWS deployment scripts.
  • loop_engineering_demo for a TestSprite loop-engineering demo showing build -> verify -> inspect failure bundle -> fix -> deploy -> rerun around an intentional checkout regression.
  • harness_engineering_demo for a LangGraph multi-agent support harness with guardrail, router, specialist agents, and reviewer agent patterns.
  • google_okf for comparing Basic RAG, Google Open Knowledge Format retrieval, and Hybrid RAG with LangGraph, FAISS, Jina reranking, Groq, openevals, and LangSmith experiments.
  • rag_evaluation for RAGAS-based evaluation of retrieval and generation quality in a product-catalog RAG app.
  • llm_gateways for production LLM gateway concepts including Portkey routing, retries, fallbacks, observability, caching, rate limits, load balancing, and streaming.
  • multimodal_rag_via_diff_ocr for comparing Docling, Unlimited-OCR/PaddleOCR, and GLM-OCR layout strategies inside a multimodal RAG pipeline with Qdrant hybrid search, RRF fusion, reranking, Groq generation, FastAPI, and Streamlit BYOK workbenches.

Included Projects

  • ainews-generation-agenticai
  • ai_guardrails
  • agentic_memory
  • advanced_rag
  • advanced_prod_rag
  • ats-using-gemini
  • blog-generation-agenticai
  • blood-report-parsing-iisc
  • calorie-calc-using-gpv
  • disease-diagnosis-dhanvantari
  • google_okf
  • harassment-bot
  • harness_engineering_demo
  • hybd_cmr_edtech
  • loop_engineering_demo
  • med-triage-agenticai
  • llm_gateways
  • multimodal_rag_via_diff_ocr
  • pskgpt-via-transformers
  • rag_evaluation
  • sadhana-gen-ai-project
  • stance-detection
  • whatsapp-chat-analyser

Notes

  • Nested Git repositories, FAISS index files, and local generated artifacts are removed so this repo can be pushed cleanly as a single grouped repository.
  • Secrets and hardcoded API keys should always be replaced with environment variable usage before pushing.
  • Project folders may continue to be refined over time with better documentation, screenshots, and deployment notes.

Contributors

SAIKIRANPATNANA

20 commits

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