I ve been working in the AI + infrastructure space, building distributed systems and execution layers.

For the past few months, I ve been building Jungle Grid focused on removing the need to manually pick GPUs and deal with infra when running AI workloads.

We re launching on April 28th (12:01 AM PDT):
https://www.producthunt.com/prod...

Would love to connect with others working on AI infra or performance-heavy systems.

Hey everyone!

I'm Mamoor Ahmad, a full-stack developer from Pakistan.

Hey everyone!! I'm Santiago, developer from Mexico city.

A few years ago I started investing and kept losing money, not because I was picking bad stocks, but because I had no idea what the actual odds were. Everyone around me was using charts, RSI, analyst opinions. But none of that told me: "there's a 31% chance this stock hits +20% in 60 days." That number didn't exist anywhere. So after getting frustrated enough, I just built it myself.

7 months later, working completely alone, ATLAS exists, works and has early adopters. It runs 10,000+ Monte Carlo simulations per stock and gives you the real probability of making or losing money before you touch a single dollar. It factors in volatility, earnings dates, macro environment (rates, VIX, inflation), fundamentals, news sentiment, and daily price movements.

It also lets you deep dive into any company, financials, valuation, quality score, AI signal, and has a public prediction track record you can verify yourself (94.8% accuracy across 200k+ predictions).
Check it out here: https://atlas-stocks.com

I m brand new here as a maker (long-time lurker ). I ve used Product Hunt for years to discover amazing products, and lately I ve been spending my weekends vibe-coding and bringing small ideas to life. Excited to finally participate, how do you currently use ph as a maker or builder?

Decise is a macOS-native visual editor for Next.js / React / Tailwind web apps and marketing websites built using the same stack.

You open your real local web app inside Decise, click and modify the rendered UI components, and edits get written back to source. Minimal diffs. No Figma round-trip, no "AI guess what file this came from," no parallel design system that drifts from prod. The thing on screen is the thing in your codebase.

I have been researching and writing a lot about minimalism, being time-rich, and living life intentionally on my blog The Rich Minimalist.

Then I built an app, that started as my private tool to track net worth, cut expenses, and accelerate my own financial freedom journey.

Hey Product Hunt, I m Michael.

I m building MikeSullyTools, a set of browser-based tools for quick media cleanup and file tasks. Right now it includes tools for fixing blurry photos, enhancing images, improving videos, generating AI images, and converting PDFs to Word.

I m keeping it practical: no software install, simple workflows, and free starting usage so people can test the tools quickly.

I m currently preparing the launch draft here:

I'm a developer who spent 2 weeks building a comparison platform for trading brokers 345 brokers, 10K+ pages, all generated programmatically from a PostgreSQL database with Next.js.

Two weeks after launch: 33K Google impressions, pages already ranking on page 1 for long-tail queries. Zero ad spend.

Hello all, I m Ryan

I am a solo founder building AiVIS which helps brands see whether ai systems can actually read trust and cite their site properly.

I got pulled into this space after seeing how many websites still look fine on the surface but get skipped or misunderstood when answers are assembled by tools like chatgpt, perplexity and others.

So i built something to audit or deeply analyze that gap instead of guessing at it

The idea for Fusial came about a few months ago.

As excited as I was about building a startup with Bailey, I felt paralyzed by the lack of direction and structure that came with it.