submitted by /u/Raman606surrey [link] [留言]

Hey guys, would love to get some feedback on whether my approach here makes sense. I’m building a real-time chat application where users can upload and receive images/files. Files can be fairly large (up to ~100MB). Current stack is: fastapi, websockets, tanstack, postgres and redis. I use GCP as my cloud provider. My current flow is: Backend generates a signed URL Frontend uploads directly to a GCS bucket A Cloud Function handles post-upload processing For downloads, the frontend fetches directly from GCS using redirects/signed URLs so the backend doesn’t become a bottleneck This architecture works great for smaller files (<30MB), but once I started testing larger uploads (100MB images/videos), I noticed very high memory consumption during processing (btw pagination & virtualization is used throughout the project). I’m trying to figure out what’s considered best practice here for large media uploads in chat systems: Should compression/downscaling happen client-side or server-side (currently there is not compression at all)? Also, Is it common to generate thumbnails/previews (for images) separately while keeping the original untouched? Should I stream uploads instead of buffering them? Are Cloud Functions even the right choice for heavy file processing? For images specifically, I’m considering: client-side compression before upload, automatic thumbnail generation, storing multiple resolutions, converting to formats like WebP/AVIF. Would love to hear how you guys handle this in production systems. Thanks! submitted by /u/omry8880 [link] [留言]

The A Minecraft Movie sequel officially has a title: A Minecraft Movie Squared. What's more, we now know that Kirsten Dunst will star as Alex, the game's female character option, and that Matt Berry is set to play an even bigger role in this film. He voiced Nitwit in the first movie, but in this […]

The company announced the new Dual Format feature alongside other updates at TwitchCon Europe.

submitted by /u/InvestigatorSoft5764 [link] [留言]

Generate more accurate investment dashboards and reports Discussion | Link

At what point did your memory layer become the least trusted part of your stack? Mine wasn't retrieval. It was realizing I had no idea which memories were still true. submitted by /u/riddlemewhat2 [link] [留言]

This is a submission for the Hermes Agent Challenge : Write About Hermes Agent Hello, DEV friends! 👋 If you have been exploring the world of Artificial Intelligence lately, you have probably heard a lot of buzz about "AI Agents." But what does it actually feel like to build with one? Today, I want to share my personal experience working with Hermes Agent . I used it to build a smart assistant called the Alpha-Dairy Quant Pipeline —a system that helps track and make sense of food market data. ( https://github.com/HopeBestWorld/alpha-dairy-pipeline ) Whether you are an expert coder or just curious about AI, I hope this friendly guide inspires you to try building an agent of your own! What is Hermes Agent, Anyway? Think of a standard AI as a helpful chatbot that answers questions when you ask them. An AI Agent , on the other hand, is more like a proactive assistant. You give it a big goal, and it sits down, makes a step-by-step plan, uses digital tools, runs code, and checks its own work until the job is done. For my project, I wanted to track market prices for three major dairy products: Cheddar Blocks, Butter, and Dry Whey. Instead of doing all the math and graphing by myself, I let Hermes Agent take the wheel. The Magic of Multi-Step Reasoning The coolest part of working with Hermes Agent is watching it "think". When I asked my agent to look at our data database ( market_intelligence_3.db ) and find the best trading strategy,it followed a beautiful planning loop: Checking the Files: It looked at our setup files ( tickers.yaml and requirements.txt ) to make sure all its tools were ready. Running the Math: It triggered a Python program ( backtest_engine.py ) to study weekly market history. Making Decisions: It realized that Dry Whey was way too wild and risky to trade right now, so it intelligently gave it a 0% safety rating and put the focus on Cheddar and Butter instead. Drawing and Sharing: It automatically drew a beautiful performance chart ( backtest_analysis.png

Apple's smart glasses reportedly won't make their debut until end of 2027

Looking for assistance. Copy/Pasting my post from another sub. Hey all, young web dev/designer here. If helpful, I run SiteGround hosting, WordPress, Divi 5 builder. I'm having a really confusing issue that I can't resolve in a satisfying way. For some reason, a hidden menu for an Italian water company (revital.it) is getting placed onto my website. It's honestly baffling. The site I'm currently troubleshooting is holbrook-electrician.com. I've seen this happen now on two websites that I've built. I've used Divi Cloud sections that I built on one and used on the other, so unsure if that's how it's getting placed onto the site. There will be rare instances where if I view my live site, the menu will be overlayed overtop the page (pictured). Both page source and inspect show the revital.it links. From what I've gathered with the help of AI, the menu is tied to a Divi canvas called "menu slide". The thought is that it came in with a template import, but I don't remember using a template when I first started (1-2 months ago). I think I started from scratch. I obviously want to remove all links and prevent them from reappearing. I can't find them anywhere in the page builder. I can't trace it to any plugin I'm using or code I've added. The only success I've had to remove it is going to phpMyAdmin, and running a query to eliminate instances of "revital.it". I did this once for this site, but it looks to have come back for unknown reasons. Just to confirm, I have nothing to do with this Italian website. I did not put this menu or the links on my site. I really have no clue how it originally got here, how to prevent it from appearing on other sites I look to build, and how to permanently remove it. Any help or suggestions would be greatly appreciated! Rouge menu overlayed on my home page submitted by /u/exodeath29 [link] [留言]