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HeyNina101/generative_ai_project

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.

generative_ai_project
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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.

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