I m a full-stack developer building AI-powered SaaS and automation tools. Over the past few years, I ve been focused on turning ideas into scalable, production-ready products.

Lately, I ve been exploring AI integrations and faster validation strategies for indie builders.

Curious what are you currently building, and what s been your biggest challenge lately?

Would love to connect and exchange ideas!

Hey everyone!

I'm Danish, a software engineer with an MSc from the University of Manchester. For the past 6 months I've been building NeuralShield, a desktop AI research engine for professionals who handle confidential data.

The core idea: lawyers, doctors, and analysts need AI but cannot risk sending client data to cloud servers. A federal judge recently ruled that using cloud AI destroys attorney-client privilege. NeuralShield runs everything locally.
When you ask a question, it decomposes it into sub-queries, detects the professional domain, searches the web in parallel, and verifies every claim through 5 layers before the model generates anything. Every answer comes back with inline citations. All from a local model running on your own hardware.

Upload a legal contract and ask about a specific clause. Upload a medical guideline and ask about a treatment protocol. The system understands document structure and returns section-level answers.

P3 is a credit layer for Web3 : verified actions better rates.

Stack-wise we re mixing on-chain contracts with off-chain verification + scoring, exposed through a lender portal and API.

If you re a dev: what endpoints would you want first?

I m a new member in the community here, so I thought I d introduce myself.

My name is Ksenia, I m one of the co-founders of IDQR (we will launch our product here soon :) ), but at heart I m just someone who enjoys building products and learning by doing. My background is software development but my main interest is in UI/UX and web design.

A few months ago, I started consulting with an AI platform. Before that, my entire career was in the food industry. Kitchens, shifts, real-world urgency. Not product launches, not SaaS, not AI.

I m also still working toward my business degree, so a lot of this feels like learning to swim by being tossed into the deep end.

What surprised me most wasn t the tech. It was the mental load of building something new. The constant second-guessing. The pressure to say it right. The endless conversations about positioning, trust, and whether people will actually understand the value you re trying to create. I hope others feel encouraged to share their experiences, knowing they're not alone in these struggles.

One thing I ve quickly learned is that users don t struggle because the tools aren t powerful enough. They battle because clarity is fragile. Context gets lost. Confidence erodes fast when answers conflict or feel shaky. That realization has shaped how our team thinks about the work we re doing at CiRQA, but it s also changed how I approach learning in general. Slower. More questions. Less pretending I already know.

hey everyone

I'm Heejin, a full-stack developer with ADHD.

quick story: I've been mass-unemployable for years because of ADHD. couldn't hold jobs, couldn't finish projects, the usual cycle. every productivity app failed me because they all assume you can "just make a list and do it."

so I did something kind of extreme - I got into med school specifically to study neuroscience. currently studying neuroanatomy. wanted to actually understand why my brain works the way it does.

My name is Marta, I'm a designer (and marketing manager and cofounder and everything that I must be in order to launch a product) and, to be fair, I'm as unsure about what I'm writing as someone new to Product Hunt would be. But that doesn't make me any less the most excited person in the world (at least my world), so here I am, presenting myself as if I'm the new girl in the class, ready to hear about all the gossip and knowledge you've been absorbing while I wasn't here.

In the meantime, I'm going to let you know that soon I'll present my (mine and my partner's) product: a link-to-Shopify-store generator with the right amount of personalization to help you launch your store fast, easy, and with top-notch content.

See you around here!

Hi everyone, I m Dario Sansano.

I ve always been that kid (and now adult) who can t stop thinking about how systems work, technical ones, social ones, even political ones. I grew up building small automated things just for fun, then got lost in 3D modeling, code, and later law. Yeah, a weird mix.

Hi Product Hunt community!

I just launched my first project today, WebAITool a collection of 20+ free AI tools like custom QR generators and passport photo makers.

As a first-time maker, it s been a bit of a quiet launch day for me. I m currently at #61 and struggling to get eyes on the product. I would love some honest feedback from the pros here:

Is the value proposition clear on my page?

Hola/Hi everyone!

I m Felipe. I started as a dentist. The gym was what kept me grounded, mentally and physically, during those years, to the point that it pushed me to leave dentistry and become a personal trainer. Coaching online and in person, I saw real change. People got stronger. More confident. More consistent. But I also saw the limits.