There's something counterintuitive about building an AI product in the mental health and self-awareness space: if you're doing it right, your users should eventually need you less.

Most product teams optimize for stickiness. More sessions, more time in app, more daily returns. But at Murror, we've been wrestling with a different question what if the goal of our product is to help someone build enough self-understanding that they don't need to open the app as often?

In November 25, AI Context Flow was #1 Product of the Day and #1 Productivity Tool of the Week. It was surreal.

Since then, we have been building in public, together with this amazing community here.

You believed in this before it was polished. You gave us feedback when it was rough. You kept asking for more and that pushed us to build more, and we delivered more.

Road to 1,000,000 #Votap users Day 65 | Current: 1348

Hey everyone

I m Park, a product engineer currently building something around AI code security.

I ve been using tools like Cursor and Claude a lot, and honestly, the speed is insane.

But after a while, I started noticing something:

Hi I'm Gabriel, founder of rbitr a governance control plane for AI agents.

I started building this after facing problems deploying AI agents with real write access to production systems (CRMs, ticketing tools, payment APIs, your bank account, email, etc) with basically no controls in place. Not because they were reckless, but because the tools aren't ready for them yet.

The idea behind rbitr is that it sits between your AI agents and the tools they call. Every tool invocation gets classified, evaluated against policy, and enforced in real time: allow, deny, or require human approval. Approvals are cryptographically token-gated to prevent replay attacks and double execution. Everything gets logged to an immutable audit trail.

I'm Ayush, and I've spent the last year building something I genuinely wish existed when I first started posting art online.

CVBER is an AI-powered art protection platform built specifically for digital creators. The problem it solves is one most artists don't even know is happening to them their work is being scraped, ingested by AI models, and used for training without permission, payment, or notice. Every single day.

I'm not a big studio. I'm not backed by a VC. I'm just someone who got angry enough about what's happening to artists in the AI era to actually do something about it.

What CVBER does in plain English: