RA

RAGLite – A Python package for the unhobbling of RAG

Hacker News

RAGLite – A Python package for the unhobbling of RAG

RAGLite is a Python package for building Retrieval-Augmented Generation (RAG) applications. RAG applications can be magical when they work well, but anyone who has built one knows how much the output quality depends on the quality of retrieval and augmentation. With RAGLite, we set out to unhobble RAG by mapping out all of its subproblems and implementing the best solutions to those subproblems. For example, RAGLite solves the chunking problem by partitioning documents in provably optimal level 4 semantic chunks. Another unique contribution is its optimal closed-form linear query adapter based on the solution to an orthogonal Procrustes problem. Check out the README for more features. We'd love to hear your feedback and suggestions, and are happy to answer any questions!

Visit product View on Hacker NewsDec 19, 2024

Actual performance

19points

Made the leaderboard

Launch Intel predictions

Analyze your own launch →

AppSumoStrong fit for a featured deal · Missing: plus, platform, intuitive

60%60% predicted probability of success on AppSumo, based on ML models trained on real launch data.

best fitHighest predicted score across all platforms for this description.

Product HuntOn track for Day 1 leaderboard · Missing: mac, agents, macos

56%56% predicted probability of success on Product Hunt, based on ML models trained on real launch data.

Indie HackersIH features products with proven revenue · Missing: supports, reddit linkedin, podcasting

46%46% predicted probability of success on Indie Hackers, based on ML models trained on real launch data.

Hacker NewsMay not resonate with HN audience · Strong signals: io · Missing: https docs, excited, just released

40%40% predicted probability of success on Hacker News, based on ML models trained on real launch data.

nativeThis product was originally launched on this platform.

TrustMRRLess likely to generate early MRR · Missing: mobile apps, ios, personal

26%26% predicted probability of success on TrustMRR, based on ML models trained on real launch data.

Acquire.comPre-revenue stage for this audience · Missing: arr, mrr, revenue

13%13% predicted probability of success on Acquire.com, based on ML models trained on real launch data.

BetaListMay not resonate with beta-testers · Missing: web3, chat, crypto

2%2% predicted probability of success on BetaList, based on ML models trained on real launch data.

Incorrect prediction on native model

Similar products

Mlfinlab Python Package Released53%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Mlfinlab Python Package Released

Njord – a Python package wrapper for NordVPN37%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Njord – a Python package wrapper for NordVPN

I made a Python package for sandboxing code56%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

I made a Python package for sandboxing code

Chonker a Python package for data chunking49%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Chonker a Python package for data chunking

A Python package for structural design of slabs in punching shear40%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

A Python package for structural design of slabs in punching shear

Curdling – A faster Python package installer61%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Curdling – A faster Python package installer

PyTill: A Python Package for Till Mobile47%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

PyTill: A Python Package for Till Mobile

Stallion - Python Package Manager66%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Stallion - Python Package Manager

Check the dependencies of a Python package56%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Check the dependencies of a Python package

Check python dependencies of any package47%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Check python dependencies of any package

Browse all products Analyze your launch