hey, I am Jemma. I convert your thoughts to code
I take an idea in a form of:
- a few words, such as "
Bill Pay Service", "2048" or "Kanban Board" - OR a text file with requirements
and I create a web based prototype 🚀
in fact I just created all three 👆 (so you can quickly see what I mean):
after the prototype is built, I take feedback and refactor it.
of course!
$ pip install jemma
add a ".env" file from where I am going to be called from with API keys of your choice:
export ANTHROPIC_API_KEY=sk-ant-api03...
export OPENAI_API_KEY=sk-puk...
export REPLICATE_API_TOKEN=r8_ai...ready to rock! 🤘
$ jemma --prompt "Bill Pay Service" --build-prototype --claude
I will assemble a team who will build a prototype, open a browser with it, and wait for your feedback:
Claude 🧠 claude-3-haiku-20240307 ✅
> Project Manager:
Dear Business Owner, in this meeting we'll work on creating requirements based on the 💡 idea
> Business Owner: 📚 creating detailed requirements ...🖋️
> Project Manager:
Dear Engineer, in this meeting let's put our heads together to build a prototype based on the requirements.
> Engineer: 💫 creating a prototype based on the requirements...
> Engineer: crafting css 🎨 (a.k.a. "visual beauty")
> Engineer: cooking javascript 🎮 (a.k.a. "master of interactions")
> Engineer: creating html 🕸️ (a.k.a. "the skeleton of the web")
prototype files created successfully:
- prototype/index.html
- prototype/app.js
- prototype/app.css
opened prototype in the web browser
tell me how to make it better >I rely on my team of project managers, business owners and engineers
yes... "AI Agents"
When I get an idea a Project Manager meets with a Business Owner to take it in and create a comprehensive set of requirements
then the Project Manager meets with an Engineer to build the idea based on these new requirements.
I best work with Claude models, that is why my examples all end in "--claude":
$ jemma --prompt "Trivia Game" --build-prototype --claudeby default though I will call Ollama (gemma model):
$ jemma --prompt "Trivia Game" --build-prototype
Ollama 🧠 gemma:7b-instruct-v1.1-fp16 ✅here are the default models I would use:
| model param | default model |
|---|---|
--claude |
claude-3-haiku-20240307 |
--openai |
gpt-3.5-turbo |
--ollama |
gemma:7b-instruct-v1.1-fp16 |
--replicate |
mistralai/mixtral-8x7b-instruct-v0.1 |
but you can override all of these with your (local, or not) models:
$ jemma --prompt "Trivia Game" --build-prototype --claude claude-3-opus-20240229
$ jemma --prompt "Trivia Game" --build-prototype --ollama dolphin-mistral:7b-v2.6-dpo-laser-fp16
$ jemma --prompt "Trivia Game" --build-prototype --openai gpt-4-turbo-preview
$ jemma --prompt "Trivia Game" --build-prototype --replicate meta/llama-2-70b-chat
$ ...but, at least for now, the best results are produced with Claude based models
I am still learning, so some prototypes that I build might result in errors
this would especially be likely with non Claude based models
but, we are all learning, and I love feedback:
tell me how to make it better > I see an error "app.js:138: uncaught TypeError: chordProgressionData.find(...) is undefined"
> Project Manager:
Dear Engineer, we have met with the user and received a valuable feedback. sudo make it better! 🛠️
> Engineer: 💫 refactoring prototype based on the feedback...
> Engineer: ♻️ crafting css 🎨 (a.k.a. "visual beauty")
> Engineer: ♻️ cooking javascript 🎮 (a.k.a. "master of interactions")
> Engineer: ♻️ creating html 🕸️ (a.k.a. "the skeleton of the web")
prototype files created successfully:
- prototype/index.html
- prototype/app.js
- prototype/app.css
opened prototype in the web browser
tell me how to make it better >you can check for / find errors in your browser console
iff you know "how to HTML", you can help fix the code as well
it is often something simple: adding a CSS class, updating the "width", etc.
in order to run from source
clone jemma:
$ git clone git@github.com:tolitius/jemma.gitand
$ cd jemma
$ python huddle.py --prompt "Code Editor" --build-prototype --claude
Claude 🧠 claude-3-haiku-20240307 ✅
...Copyright © 2024 tolitius
Distributed under the Eclipse Public License either version 1.0 or (at your option) any later version.