Ever noticed how apps like ChatGPT, Cursor, or Gemini ask you a series of questions before they can actually do something for you?

Book me a trip Where?

Find me the best flights to Japan When?

Here s the hidden truth:

Most AI systems fail not when they break, but when you can t see why.

Logs are scattered. Failures look random. Debugging feels like chasing ghosts.

I ve been building Centurion solo, a Windows security tool designed to make modern threats like phishing and infostealers easy to understand and block, without relying on heavy antivirus engines.

It s still early access, and I d love to use this thread to:

• Share the vision behind Centurion

• Gather early feedback from developers, sysadmins, and security enthusiasts

• Discuss modern approaches to endpoint security

Yep, 100% free. No gimmicks. Just a fast way to get your AI project in front of real users.

Why it matters:

Show your AI tool, VibeCoder, or AICreator project to people who actually care

Hi Product Hunt community!
We re part of the Bit.ai team, and we ve compiled a collection of technology use cases that showcase how various tech teams utilize Bit.ai to streamline workflows, enhance documentation, and maintain knowledge accessibility.

What you ll find in the Tech Use Cases page:

• Concrete examples from engineering, product, UX, and DevOps teams

• How features like collaborative docs, version history, structured knowledge bases, and sharing help solve common pain points

• Insights on how teams reduce redundancy, ensure consistency, and accelerate onboarding.

Why this is interesting: