Hey Crew, I’ve been getting into building AI chat systems recently, and I’ve run into a big doubt around managing memory — especially session-based memory. I’m using the OpenAI Python SDK directly, not relying on frameworks like LangChain, so I’m trying to figure out the best way to keep conversations consistent across sessions. I did try out Haystack, but honestly, it felt super heavy and added too much latency for what I need. Curious — how are you guys handling memory in your chat systems? Any clean and lightweight approaches you've found that work well without too much overhead?

The goal of this group is to help you navigate the complex and rapidly evolving world of data science and artificial intelligence. This is your hub to stay up-to-date on the latest trends, learn specialized skills to turn raw data into valuable insights, connect with a community of like-minded individuals, and ultimately, become a Data Alchemist. Together, let's decode the language of data and shape a future where knowledge and community illuminate our way. Rules - Don't sell anything here or use Data Alchemy as any kind of funnel - We delete low effort community posts, and posts with poor English. Proofread your post first. - Help us make the posts high quality. If you see a low quality post, then click on the 3 dots on the post and "Report To Admins". Start by checking out these links - Classroom - Introduction - Roadmap - Contribution Be Aware of Scammers - Please be aware that this is a public group. Unfortunately, some people abuse the Skool platform to send DMs or post comments to trick people. This is the internet, so always do your own due diligence. Never automatically trust someone here on the Skool platform other than @Dave Ebbelaar's official account. To kick things off, please comment below, introducing yourself. Let us know: 1. Your name and where you're from 2. What project(s) you're currently focused on See you in the comments!

https://militarytimeclock.com/ This is a fun app project I just got done. This is a productivity app, and everything is set in Military Time. I need your guys' opinion. What do you think is missing/What can I approve on? Even try to break if need be, so I can make it better. And what is your favorite, the Light or Dark mode? https://militarytimeclock.com/