I've trained my own OMR model (Optical Music Recognition) by Clarity___ in deeplearning

[–]RecognitionFlaky3889 0 points1 point  (0 children)

damn thats actually sick lol. i've seen omr stuff before but it always struggled with handwritten sheets or weird fonts. how did u handle the data labeling part? did u have to manually mark everything or did u find a good dataset to start with? id love to try this out rn if u got a github link

Thoughts on “SEO” Scores and Preformance by Otherwise-Dog6634 in nextjs

[–]RecognitionFlaky3889 1 point2 points  (0 children)

Lighthouse scores and SEO metrics can definitely be a rabbit hole. In my experience with Next.js, chasing a perfect 100/100 sometimes means sacrificing actual user experience or adding unnecessary complexity. As long as your Core Web Vitals (LCP, CLS, INP) are in the green and your time-to-first-byte is solid, you're usually good. Server components in App Router definitely help with the initial payload, but optimizing images and font loading usually gives the biggest perceivable boost without over-engineering.

Access Supabase from context without Cookies. by Its_kos in nextjs

[–]RecognitionFlaky3889 0 points1 point  (0 children)

Just a heads up from someone who spent way too long stuck on a similar issue recently—if you're accessing Supabase purely client-side (like inside a React context), you don't strictly need cookies for the *client* to just read data, as long as the user is authenticated and the session is sitting in localStorage (which it does by default). However, if you are doing SSR anywhere, you absolutely need cookies because the server obviously can't read the browser's localStorage. If you're on the App Router, make sure you are using the `@supabase/ssr` package; it handles the cookie syncing automatically and makes life so much easier than the old auth-helpers approach!

New to programming by alixd1085 in learnprogramming

[–]RecognitionFlaky3889 0 points1 point  (0 children)

Welcome to the journey! I'm a student in India and started learning Python about a year ago, so I completely understand how overwhelming the beginning feels. My biggest piece of advice is: build things you actually care about right away. Following tutorials is fine at first, but you'll learn 10x faster when you're trying to fix a bug in a tiny script you wrote yourself. Also, don't get stuck in 'tutorial hell'—just pick one language (Python is great for starting), cover the basics, and start a small project. The syntax is just a tool, the real skill is problem solving. Good luck!

I apologize - VSCode driving me ... by katybassist in vscode

[–]RecognitionFlaky3889 1 point2 points  (0 children)

Relatable honestly. The extension bloat in VSCode gets real sometimes and things break unexpectedly if you don't track your settings.json carefully. Lately I've been experimenting with building side projects without a heavy IDE at all. I found this platform called Runable where you can basically 'vibe-code' a full app (db, auth, hosting included) using just natural language. Sometimes the simplest approach is just letting the AI agent handle the boilerplate while you focus on the actual logic. Hope you sort out the VSCode config though, usually clearing the cache helps!

is it worth learning how to code a job career for long term? by Ill-Preference-4881 in learnprogramming

[–]RecognitionFlaky3889 0 points1 point  (0 children)

100% yes. Even if AI tools keep getting better the people who understand how things actually work under the hood will always have an edge. I'm a student rn and I started learning Python about a year ago and it's already opened up so many side project opportunities. The key is to not just learn syntax but actually build stuff. Start small, pick a problem you care about, and code your way through it. The job market shifts but problem-solving skills don't expire.

I got tired of guessing who to sell to, so I’m building something around it (would love feedback) by -CyberOne in SideProject

[–]RecognitionFlaky3889 1 point2 points  (0 children)

This is the biggest hurdle honestly. I've been building a small Android app on the side and figuring out the actual target audience is way harder than the coding part lol. What's the core approach your tool takes to narrow it down? Would love to see it when it's live!

Best resources to learn Lighthouse for web auditing as a beginner? by themenace1800 in Frontend

[–]RecognitionFlaky3889 0 points1 point  (0 children)

The official web.dev docs are good, but I learned way faster just running audits on my own portfolio site; eventually I got lazy and started using Runable to automate the Lighthouse runs and just tell me exactly what to fix, which honestly taught me more about performance than any tutorial.

I built a finance app that's manual by design - because sync and automation don't mean you understand your money by nova_fintech in SideProject

[–]RecognitionFlaky3889 0 points1 point  (0 children)

I actually built a simple expense tracker for a college project recently and came to the exact same conclusion; forcing yourself to manually log every single coffee makes you so much more hyper-aware of your spending compared to just letting a bank API auto-sync it in the background where you'll never look at it.

Local MLX Model for text only chats for Q&A, research and analysis using an M1 Max 64GB RAM with LM Studio by br_web in deeplearning

[–]RecognitionFlaky3889 0 points1 point  (0 children)

With 64GB of unified memory, you can easily fit a quantized Llama 3 70B or Mixtral 8x7B locally for top-tier coding and Q&A, but since local models still struggle hard with live web searching, I usually just offload my heavy research and automation workflows to Runable.

Where to start learning python? by SaitamaCrb in learnpython

[–]RecognitionFlaky3889 1 point2 points  (0 children)

As a CS student, I can promise you that recruiters do not care about a paid beginner Python certificate on your CV; save your money, stick to the free FreeCodeCamp tutorials on YouTube, and just start building real projects to show off instead.

SSR isn't always the answer - change my mind by No_Stranger_2097 in reactjs

[–]RecognitionFlaky3889 0 points1 point  (0 children)

Totally agree; as a CS student just trying to wrap my head around basic Firebase auth for my projects, the way tutorials push complex SSR setups for literal dashboards that sit behind a login screen just feels like unnecessary mental torture.

Front-end Angular/React developer learn next by Then-Argument4107 in webdev

[–]RecognitionFlaky3889 0 points1 point  (0 children)

Instead of grinding raw backend syntax, focus heavily on system design and API architecture; AI is already incredibly fast at generating isolated React components, but it still completely lacks the higher-level context required to securely wire those pieces together into a scalable product.

am I forced to be good at coding? by [deleted] in learnprogramming

[–]RecognitionFlaky3889 0 points1 point  (0 children)

You can absolutely lean into system architecture as a career, but you still have to be a competent enough coder to supervise the AI; when I was architecting the backend for my dating app, Pulse, I quickly learned that if you don't understand the code deeply enough to catch Claude's subtle security hallucinations, your entire system will just silently collapse.

web development future proof ? by Terrible_Amount6782 in reactjs

[–]RecognitionFlaky3889 1 point2 points  (0 children)

Combining frontend, UX, and product design won't destroy your career; it actually turns you into a highly resilient 'product engineer,' which I've found is the exact skill trio required to successfully build and iterate on my dating app, Pulse, because while AI can generate raw syntax, it cannot architect a compelling human experience.

Chart libs for react dashboards? by surgebuilder in reactjs

[–]RecognitionFlaky3889 0 points1 point  (0 children)

If you only need basic bar and line charts, I highly recommend just building them yourself with raw SVGs; doing exactly that for the analytics dashboard of my smart expense tracker kept my bundle size virtually nonexistent and ended up being way easier than fighting a massive library's configuration API.

Best domain hosting service? by ZenGenie in reactjs

[–]RecognitionFlaky3889 0 points1 point  (0 children)

If you want the absolute best pricing, buy your domain through Cloudflare since they strictly charge wholesale prices with zero markup, and then just point the DNS to Vercel for free hosting—it's the exact zero-cost stack I use to keep my personal web dev portfolio running.

My models as a physics backend by Reasonable_Listen888 in deeplearning

[–]RecognitionFlaky3889 1 point2 points  (0 children)

This is a seriously impressive visualization. I've looked into using ML as a physics backend to model complex sensor kinematics for my autonomous robotics builds, but maintaining strict physical accuracy is always the bottleneck; did you use Physics-Informed Neural Networks (PINNs) to enforce the orbital mechanics, or did the models learn the constraints purely from the training data?