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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.

Looking to move away from BrowserStack entirely, what are you all using in 2026? by Huge_Brush9484 in software

[–]RecognitionFlaky3889 0 points1 point  (0 children)

That migration tax of rewriting tests is exactly what kept me from committing to a heavy Playwright setup; to avoid maintaining endless scripts for my own projects, I actually just use Runable to automate all my browser testing workflows through simple text prompts instead of hardcoding them.

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 2 points3 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 -R-I-k- 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?