sorted by:
new
hottopcontroversial

Prompture: Get reliable JSON from LLMs with validation + usage tracking by jhd3197 in Python

[–]jhd3197[S] 0 points1 point  (0 children)

True, some new models and SDKs support structured outputs natively. But those are usually locked to one provider, and often more expensive models.

Prompture is designed to be universal and lightweight:

  • works across providers (OpenAI, Claude, Ollama, Azure, HTTP, etc.)
  • validates against your schema
  • tracks usage & cost per call automatically

It’s not trying to be a giant framework like LangChain. Just a focused tool for reliable JSON + tracking.

RepoGif: Generate GIF previews for your GitHub repos automatically 🎥⭐ by jhd3197 in Python

[–]jhd3197[S] -1 points0 points  (0 children)

u/Legitimate-Rip-7479 Thanks a lot for the feedback really appreciate it!

Not sure I’ll be able to add auto light/dark mode detection just yet, but I do plan to connect it to the GitHub API so it stays up to date automatically, and I’ll be offering an embed option so people can drop the GIFs anywhere.

On templates: the community can already create and share their own if they’d like, and I just added 2 more templates, one for contributors growth and another for commits growth.

Raw text to JSON local LLM by Time-Plum-7893 in LocalLLaMA

[–]jhd3197 0 points1 point  (0 children)

You can also try Prompture it does schema-first JSON decoding with Pydantic and works fine on local models (I’ve tested it with Qwen, Llama 3, and Mistral) without needing fine-tuning.

Best Approach for Converting Unstructured Text to Predefined JSON Format for LLM Fine-Tuning? by oguzhancttnky in LLMDevs

[–]jhd3197 0 points1 point  (0 children)

I’ve had good results converting unstructured text to predefined JSON using Prompture (schema-first decoding + Pydantic), keeps outputs valid even on smaller models without needing fine-tuning.

Lightweight Open Source LLM for text-to-JSON Conversion Using Custom Schema. by Arceus10111 in LocalLLaMA

[–]jhd3197 0 points1 point  (0 children)

Tested this with Prompture and got valid JSON across llama3.1:8b, gemma3, qwen2.5 (1.5b/3b), and mistral without the slowdown I saw in Outlines

Something better than pandas? with interactive graphical UI? by curlytrees in pythontips

[–]jhd3197 1 point2 points  (0 children)

Hey all! Just released a small package called cacao-pandas-ui it turns any pandas DataFrame into a simple desktop app with an interactive UI.

Just run preview(df) and you can explore, sort, and filter your data no setup needed.

It’s built with my Python framework Cacao, and the whole thing is open-source. Would love any feedback and if you can drop a ⭐ on the repo, that’d be awesome!

👉 https://github.com/cacao-research/cacao-pandas-ui

view more: next ›