A Directory Layout for LLM Projects That Grew Up
An opinionated file tree and best-practice checklist meant to drag generative AI experiments out of messy notebooks into something maintainable.

What it does
This repo is a template, not a framework. It hands you a rigid directory structure—src/agents, src/retrieval, src/guardrails, src/fallback, and so on—plus a checklist of conventions like YAML configs, prompt versioning, and rate-limiting. The goal is to skip the “how should I organize this?” phase and start filling in logic.
The interesting bit
The project treats production-readiness as an architectural problem first. By pre-defining modules for memory, pipelines, skills, and multimodal handlers, it forces you to separate concerns before the codebase turns into a Jupyter notebook graveyard.
Key highlights
- Pre-defined modules for agents, retrieval, guardrails, and fallback logic
- YAML-driven configuration for models, prompts, and logging
- Includes notebooks, tests, and minimal example scripts
- Caching, rate limiting, and token counting utilities in
src/utils - Apache 2.0 license
Caveats
- The README displays directory names but no actual source code; it is unclear how much is implemented versus how much is left as an exercise.
- “Production-ready” here means “well-organized scaffolding,” not a drop-in runtime.
Verdict
Grab this if you are starting a new LLM application and want a sensible layout before the spaghetti starts. Skip it if you need a working framework with batteries already wired.
Frequently asked
- What is HeyNina101/generative_ai_project?
- An opinionated file tree and best-practice checklist meant to drag generative AI experiments out of messy notebooks into something maintainable.
- Is generative_ai_project open source?
- Yes — HeyNina101/generative_ai_project is open source, released under the Apache-2.0 license.
- How popular is generative_ai_project?
- HeyNina101/generative_ai_project has 901 stars on GitHub.
- Where can I find generative_ai_project?
- HeyNina101/generative_ai_project is on GitHub at https://github.com/HeyNina101/generative_ai_project.