Welcome to the Hive ๐¶
Bee is the open-source AI knowledge hive โ a community-built library of everything you need to learn and build with modern AI. Clear theory, runnable examples, production patterns, and guided learning paths, all held to one quality bar: every page is finished and useful.
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Learn from first principles
Understand why, not just how. From how an LLM predicts the next token to how a multi-agent system plans.
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Everything runs
Each example is a self-contained project with pinned dependencies and tests. Clone it, add a key, run it.
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Follow a path
Don't read randomly. Structured learning paths sequence content so each idea builds on the last.
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Built by the community
Bee is owned by everyone who contributes. Fix a typo or write a tutorial โ you belong here.
What you can learn here¶
- ๐ง Foundations โ How LLMs work, transformers, tokenization, embeddings
- โ๏ธ Prompting โ prompt engineering, system prompts, structured outputs, tool calling
- ๐ RAG โ chunking, vector databases, hybrid search & reranking, evaluation
- ๐ค Agents โ fundamentals, memory, multi-agent, MCP
- ๐ญ Production โ evaluation, security, deployment, MLOps
How this site is organized¶
Every topic page follows the same structure, so you always know what to expect:
flowchart LR
O[Overview] --> L[Learning<br/>Objectives] --> T[Theory] --> P[Practical<br/>Example]
P --> B[Best<br/>Practices] --> M[Common<br/>Mistakes] --> E[Exercises] --> R[References]
Content is tagged by difficulty so you can meet yourself where you are:
- ๐ข Beginner โ assumes general programming knowledge only
- ๐ก Intermediate โ assumes you've built basic LLM features
- ๐ด Advanced โ assumes production experience
New here?
If you've never called an LLM API, start with Getting Started, then follow the AI Engineer โ Fundamentals path. If you're experienced, jump straight to RAG or Agents.
A living project¶
Bee grows in public. See what's next on the Roadmap, join the conversation in Discussions, and if Bee helps you, โญ the repository so others can find the hive.
Learn AI. Build AI. Share AI. ๐