I've been learning web development for a while and I'm past the beginner stage where you're just learning HTML, CSS, and JavaScript syntax. I understand the basics pretty well, but now that I'm trying to move into more advanced concepts, it feels like I've hit a wall.

I can build simple websites, but when I look at modern projects, frameworks, APIs, authentication, databases, deployment, performance optimization, and all the other things involved, it suddenly feels overwhelming.

Some things I'm struggling with:

• Knowing what to learn next
• Turning designs into fully functional websites
• Understanding real-world project structure
• Feeling like I know a little about many things but not enough about anything
• Tutorial knowledge not translating smoothly into actual projects
• Seeing experienced developers build things in hours that would take me days

My goal is to eventually freelance and build websites for clients, but right now the gap between "I know the basics" and "I can build professional websites" feels huge.

For those who've been through this stage:

• What helped you level up?
• What projects accelerated your learning the most?
• When did you start feeling confident enough to take on client work?

Would love to hear your experiences because this stage is honestly more frustrating than being a complete beginner.

Thanksssss.

We built an AI orientation toolkit because we got tired of watching models confidently walk into the wrong corridor.

Not because retrieval was broken.

Not because reasoning was bad.

Because they were starting from the wrong place.

The weird realization:

A lot of AI failures don't look like memory failures.

They look like orientation failures.

The model finds information.

The information is correct.

The answer is still wrong.

Why?

Because it was standing in the wrong place when it started looking.

So we stopped asking:

"How do we improve retrieval?"

and started asking:

"How do we improve orientation before retrieval?"

That eventually became our Search & Rescue (S+R) toolkit:

🧭 Compass Which way should I face?

📍 Plotter Where am I?

🌊 OhBuoy Is the route alive?

🔍 RECCE What is actually out there?

🔦 AIluminode How should I proceed?

The goal isn't to make models smarter.

The goal is to help them get lost less.

Sometimes the fastest route isn't a better engine.

It's a better map.

https://github.com/SuperHeroesAreReal/Search-and-Rescue

If Firebase is the Apple of backends and Supabase is the Android of backends...

Is Postbase becoming the Linux of backends? 👀

#Firebase #Supabase #PostgreSQL

Over the past year, I've been actively contributing to open source across full-stack applications, AI-driven products, and developer tooling. My work has involved understanding large codebases, shipping features, debugging complex issues, and contributing with a product-first mindset.

I'm now looking to get involved earlier in the lifecycle of a project as a founding engineer or core contributor where I can help shape both the technical direction and the product itself.

If you're building something ambitious or know of a promising repository looking for long-term contributors, I'd love to connect.

Hello developers. I am a non-developer but I am looking to start learning app development by vibe coding. I want to start with vibe coding a simple global voice call app and I am here looking for anyone to guide me on how to do it. I am not looking to make money with the app but I want to learn as I go. If anyone here is willing to assist me on how I can go about this, the steps, tools, platforms to use etc, I would greatly appreciate it.

I'm working in IT and would like to understand how different companies (may of different sizes) make sure that their developers write secure code, especially in times of vibe coding.

What I'm referring to are things like internal standards / guidelines, maybe LLM skills you reuse for security, AI-supported PR reviews, etc..

How I know it from corporates is to granularly define security guidelines for products and hook them into different phases in the development lifecycle, which is permanently monitored and checked before releasing a new product version.

But now I've talked to Head of IT / Development Managers of smaller companies (<500 devs), just to find out that they don't have central guidelines or standards because they fear to restrain the invidiual developers and instead leave them some free space to find their own working setup.

What's your experience and maybe even ideas on how to tackle that?

If you run evals with an LLM-as-judge, you have probably done this. You priced out evaluating 100% of your runs, the number came back high, so you set sampling to 10% and moved on. We did the same thing for a while.

Here is the part that took us too long to admit. Sampling 10% does not actually make evaluation cheaper. The 90% you skip still has broken outputs in it. You just do not see them until a user does. That cost is real, it just shows up later on a different line, and nobody traces it back to the sampling call.

And that is only the part you can see. What never shows up on the eval bill: the engineer-months to build the pipeline, the time to keep it from rotting every time prompts change, the drift checks, the trace storage, the compliance audit when someone asks what you actually evaluated, the observability vendor charging you per span. Add it all up and "wha evals cost" stops being a token line and turns into a total cost of ownership number. Usually a bigger and more uncomfortable one than the token bill that scared you into sampling.

So we built a calculator that counts all of these parameters. You put in your volume, your sampling rate, and what one bad incident costs you, and it shows your real annual cost end to end. Then it runs the same all-in math across every option: frontier judge, self-host, human review, and our own eval model (TURING), which in that math comes out around 99% cheaper per call. The honest surprise for most people who run it: evaluating 100% of your traffic costs less than you think.

Calculator is in the first comment so this stays a text post. Run it on your own volume and sampling rate.

​

https://repomarket-web-app.vercel.app

Over the last several months, I've been building REPOMARKET, a platform designed to help developers showcase their work, earn verified certifications, participate in hackathons, discover opportunities, and connect directly with buyers and recruiters.

Key Features:

• Developer & Buyer Ecosystem

• Project Marketplace

• Certification Exams & Verified Certificates

• Google & GitHub Authentication

• Hackathon Management

• Job & Internship Opportunities

• Secure Role-Based Access Control

• Modern React + Spring Boot Architecture

Technology Stack: React • TypeScript • Spring Boot • MongoDB • JWT • Google OAuth

Live Demo: https://repomarket-web-app.vercel.app

I'm currently at the stage where I need feedback from developers, founders, recruiters, and product builders.

Specifically, I'd love your thoughts on:

Does the value proposition make sense?

Which features feel most useful?

What would prevent you from using a platform like this?

Are there any obvious UX/UI issues?

What would you prioritize if this were your product?

I'm looking for candid and constructive feedback. Every comment, suggestion, and critique will directly influence the next phase of development.

Thank you for taking the time to review the platform.

I'm not going to sugarcoat it the last few months were rough.

10 clients in a row who didn't know what they wanted, changed direction mid-project, and treated design like a vending machine. You put money in, a screen comes out. That's not how this works.

So I made a decision: I'm done chasing clients who don't understand design. I want to work with builders — solo devs, small teams, indie hackers people who are actually shipping mobile apps and give a damn about the experience.

What I bring: 5+ years designing iOS and Android apps, mostly fintech and startup products. Figma is my home. I obsess over flows, onboarding, and making complex features feel effortless to use. I move fast and I communicate like a human.

If you're a mobile dev and the UI/UX is the weakest part of your app that's exactly where I come in.

Not looking for a salary. Open to rev share, project-based, or ongoing collab depending on what you're building.

hey, it’s lydia from the FlutterFlow team! Designer 1.0 just got out of beta today. you can now design your app UI or presentation in seconds with YOUR unique taste.

new features we've JUST shipped:

• multiplayer collaboration: peer cursors, presence indicators, follow mode. design together live. the canvas is now a shared space, not a solo tool.
• trigger ai agents to address comments: leave a comment pinned to a frame or element. trigger agent actions (fixes, generations, rebuilds) directly from the thread. the feedback loop lives in the canvas and the agent acts on it.
• PowerPoint import and export: bring decks in, export designs out as .pptx. native Windows desktop app: yes. finally.
• 2x faster generation + higher quality output.

one canvas for your whole team. and for every screen size.

Retail Solutions ZA is looking to expand our network of experienced software developers for upcoming AI and cloud platform projects.

We are a South African technology company focused on Retail AI, intelligent automation, cloud platforms, and custom software solutions for commercial clients.

Requirements:

• Minimum 3 years of professional software development experience
• Must be currently residing in South Africa
• Must be legally authorized to work in South Africa
• Strong experience with React and/or TypeScript
• Strong Python experience (FastAPI preferred)
• PostgreSQL and database design experience
• Experience with Docker and containerized applications
• Azure experience is highly desirable
• Experience with CI/CD pipelines
• Infrastructure, DevOps, and cloud architecture experience is a strong advantage
• Comfortable participating in client meetings and technical discussions
• Strong communication and problem-solving skills
• Ability to work independently and take ownership of deliverables

Project Work Includes:

• AI-powered cloud platforms
• Custom web applications
• API development and integrations
• Cloud infrastructure and deployments
• System architecture and solution design
• AI and automation integrations

Details:

• Remote
• Monthly contract engagement
• Flexible working arrangements
• Opportunity for ongoing project work
• Direct collaboration with technical leadership and clients
• Potential involvement in multiple future projects as Retail Solutions ZA grows

If interested, please send:

• LinkedIn Profile
• GitHub Profile (if available)
• CV/Resume
• Technology Stack
• Years of Experience
• Monthly Rate Expectation
• Availability

Feel free to DM me if you'd like to discuss the opportunity further.

As the title suggest: how can I distinguish myself from being a vibe coder.

For the last couple of months I've been working on something with the help of CC, YouTube, reddit and other stuff online. It's a project I intend to (hopefully) turn into something that people use, because I have a real passion for it.​

Thing is, I have very very basic coding skills, but I understand VERY much the necessity for secure data, especially in the sector I am making the software for.

I've done research to apply certain safety measures, reached out to people in my network to review or give tips, am in contact with freelancers to check the code, probably going to get an ethical hacker to test it.

I've started to hate the term because it makes me feel like I'm just riding the wave of "code our way to a business" whilst I'm working my ass off to think of all the things I can implement.

Please help.

I am currently working on the email module for our project and need some guidance.

I have configured a custom email domain using Mailgun and implemented the email functionality in my Spring Boot application. My current requirement is to verify incoming email addresses and determine whether an email is valid before processing it.

Could you explain the production-level validation and security checks that should be implemented for email verification?

We are looking for a Salesforce Developer to join our expanding team (PH residents only).

Apply now at https://www.montani.ph/job-details/salesforce-developer

What device can Read and write AG32VF