Alex

Most AI agents need access to structured data (CRMs, databases, warehouses), but giving them database access is a security nightmare. Having worked with companies on deploying agents in production environments, I'm sharing an architecture overview of what's been most useful- hope this helps!

We launched Cal ID on 10th Nov 2025, While we finished #3 Product of the Day, something far more meaningful happened after the launch.

The product started picking up organically. The feedback was honest, detailed, and sometimes tough but incredibly valuable. Over the last 30 days, we went back to every single comment, suggestion, and critique shared by the community. Many of those insights directly shaped how the product looks and works today. In a very real sense, Product Hunt didn t just help us launch it helped us rebuild better.

Since launch, we ve been breaking our own signup records almost every day, and that momentum is entirely because of this community. Grateful for the makers, users, and reviewers who took time to share their thoughts. Product Hunt truly is a place where products grow up fast if you listen.

Thank you for being such an incredible community

I learned this the hard way after forgetting 90% of the words I spent months studying.

Here's the thing: your brain doesn't store information just because you've seen it. Highlighting words, writing them down once, even using them in a sentence - none of that guarantees retention.