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generative-ai
generative-ai logo

generative-ai

Active·★ 2.6k·MIT·Updated 2026-10-08
★ Trending

This repository is a learning hub rather than a tool. It has two parts. The documentation side lists a GenAI roadmap, an AI/ML roadmap, guides on LLM fundamentals, vector embeddings, prompt engineering, 25 AI design patterns, tech stacks, LLM provider comparisons, an advanced RAG decision flow chart, a project lifecycle guide and an enterprise production checklist, plus cloud guides for AWS, Azure and Vertex AI and interview question sets, including 90+ multi-agent questions.

The projects side holds runnable use cases. For RAG there is Advanced RAG with agentic, graph and multimodal variants and nine advanced patterns such as corrective RAG and hybrid search, and Cache-Augmented Generation. For agents there are CrewAI and LangGraph examples, 25 reasoning patterns (Chain-of-Thought, ReAct, Tree-of-Thought), an MCP example with web search, and a multi-agent content moderation system with a React frontend.

Other projects cover a PDF chatbot with memory using local models, a conversational analytics app (React, FastAPI, PostgreSQL), LLM provider and embedding comparisons, text-to-SQL, Neo4j graph Q&A, sentiment analysis, 16+ prompt engineering techniques, Prompt Guard using Meta's Llama Guard to detect injections, Gemini image generation, a Llama 4 multi-function app and an n8n guide. No licence is stated in the README text we have, so check the repository before reusing code. Last push was 2026-10-08. This review is based on the README and repository data; we have not run it ourselves.

This write-up is based on the project's README and public repository data. We have not hand-tested the tool. Data as of 2026-10-22.

License
MIT
Latest release
No GitHub releases
Last commit
2026-10-08
Contributors
11
Forks
642
Open issues and PRs
0
First published
2024-01-09

Source: GitHub, npm and PyPI public APIs.

#Generative AI#LLM#RAG#Agentic AI#Cloud AI
$ Install
$ git clone https://github.com/genieincodebottle/generative-ai.git
↗ Visit site★ GitHub
01

Features

01Comprehensive GenAI Learning Roadmaps
02Practical Use Cases (RAG, Agentic AI, Chatbots)
03Cloud Platform Integration Guides (AWS, Azure, VertexAI)
04LLM Fundamentals & Advanced Concepts (Embeddings, Prompt Engineering)
05Career & Interview Preparation for AI Roles
02

Why choose it

+Covers the path from roadmap and fundamentals to runnable projects in one place
+Projects span RAG variants, CrewAI and LangGraph agents, MCP, text-to-SQL and graph Q&A
+Includes a Prompt Guard example for detecting injections and jailbreaks, and a production checklist
+Cloud guides for AWS, Azure and Vertex AI, plus interview question sets
03

Trade-offs

!A collection of separate examples, not a library or framework you can depend on
!No licence is shown in the README text, so check the repo before reusing code
!Many PDFs and demos rely on third-party model APIs that change quickly, so some examples may need updating
!Quality varies by project; read the code before using it in production
04

Maintenance check

ActiveChecked: 2026-10-22
Last commit
2026-10-08
Commits, last 90 days
45
Releases, last 90 days
0
Latest release
—
Open issues
0
Recent issues with at least one comment
5/5
Commits per week, last 12 weeks
Commits per week, last 12 weeks: 14, 0, 0, 1, 0, 8, 1, 0, 1, 11, 0, 0

Oldest week on the left; the latest four weeks are orange. Source: GitHub commit activity.

Status rule: archived on GitHub = Archived; last commit within 90 days = Active; 91 to 365 days = Slowing; older = Stale. All figures come from the GitHub API on the date shown.

05

Compatibility

AWS
AWS Support
Verified via docs
Azure
Azure Support
Verified via docs
Vertex AI
Vertex AI Support
Verified via docs
OpenAI
OpenAI Models
Verified via docs
Google Gemini
Gemini Models
Verified via docs
Anthropic Claude
Claude Models
Verified via docs
06

Quick start

1
$ git clone https://github.com/genieincodebottle/generative-ai.git
07

Use cases

↳Develop Retrieval-Augmented Generation (RAG) systems
↳Implement Agentic AI and multi-agent systems
↳Build Conversational AI applications with memory
08

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On this page
01Features02Why choose it03Trade-offs04Maintenance check05Compatibility06Quick start07Use cases08Alternatives
genieincodebottle /
generative-ai
↗

Learning hub of GenAI roadmaps, PDF guides and runnable projects on RAG, agents, MCP, text-to-SQL and prompt security

2.6k642MIT
Last commit2w ago
StatusActive
CategoryRAG / Knowledge Base
Contributors11
Links
Documentation↗Discussion↗Issues↗Releases↗
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