#jupyter_notebook
Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability.
https://github.com/langchain-ai/rag-from-scratch
58.9K 🌟 S3网盘存储项目MinIO进入维护状态
本项目目前处于维护状态，不接受新的变更。
This project is currently under maintenance and is not accepting new changes.
代码库处于仅维护状态
The codebase is in a maintenance-only state
不接受任何新功能、增强或拉取请求
No new features, enhancements, or pull requests will be accepted
关键的安全修复可能会根据具体情况进行评估
Critical security fixes may be evaluated on a case-by-case basis
现有问题和拉取请求将不会被积极审查
Existing issues and pull requests will not be actively reviewed
社区支持将继续通过 Slack 尽最大努力提供
Community support continues on a best-effort basis through Slack
如需企业支持和主动维护的版本，请参阅 MinIO AIStor。
For enterprise support and actively maintained versions, please see MinIO AIStor.
🗒 标签: #GitHub#MinIO
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🤖 投稿: @GodlyNewsBot
#rust#bigdata#cloud_native#distributed_systems#filesystem#minio#object_storage#oss#rust#s3
RustFS is a fast and safe distributed object storage system built with Rust, offering high performance and scalability for large data needs like AI and big data. It is compatible with S3, easy to use, and open source under the business-friendly Apache 2.0 license. Compared to others like MinIO, RustFS provides better memory safety, no risky data logging, and supports local cloud providers. You can quickly install it via a script or Docker, manage storage through a simple web console, and benefit from a strong community and detailed documentation. This makes RustFS a reliable, cost-effective choice for secure, scalable storage.
https://github.com/rustfs/rustfs
#java#ai#apache_kafka#aws#azure#cloud#cloud_first#cloud_native#ebs#gcp#kafka#llm#messaging#minio#s3#serverless#spot#streaming
AutoMQ provides a cloud-native alternative to Apache Kafka that runs on S3 storage, cutting costs by up to 90% while enabling instant scaling and eliminating cross-zone traffic fees. It offers high reliability, serverless operation, and full Kafka compatibility, making it easier and cheaper to manage large-scale data streaming without sacrificing performance or features.
https://github.com/AutoMQ/automq