We run a hosted AMD service (VM Hunter). The most frequent request from VICIdial and Asterisk operators was for an option that does not stream audio to a third party. So we built one.

It is an acoustic model (CNN on log-mel spectrograms plus a call-progress tone detector) served locally over a WebSocket. The Asterisk side is a static C EAGI binary with no dependencies that sets AMDSTATUS/AMDCAUSE, replacing AMD() in the VICIdial AMD extension. Verdict at 2.0 s. Lite model does ~5,000 concurrent streams on a 16-core CPU.

Hi everyone,

I'm an independent developer working on apps for TV platforms, and I wanted to share something I've built for Roku: USB Slideshow & Signage.

The idea is to make it easier to use an existing TV as a photo slideshow or simple digital signage display without setting up a separate computer, media server, or cloud-based signage service.

For example, a small caf could display menu images and promotions, a shop could loop product photos and videos, or someone at home could show family memories on their TV.

Hey everyone, Adrian here. I'm a software developer and indie maker, and I've been lurking long enough that it's time to actually put something out there.

Quick context on me. I like building software, I like experimenting with new tech, and I'm happiest when I find a simpler way to solve something that everyone else has accepted as complicated. My interests live around developer tools, automation, open source, and AI-assisted development.

Managing a car or motorcycle involves more than just driving. Fuel costs, maintenance, service records, and other vehicle expenses can quickly become difficult to track.

NextDrive helps you organize your vehicle records and keep important information in one place.

We re building an AI-first way to search and discover flights focused on simplifying decisions, not overwhelming you with options.

But here s the truth: This is still early.

But really not ....
So, I was really fed up of browsing dozens on menu to log a single food and still pay for data which is publicly available either way. And wondered can't I just chat/talk about my day so that it does the tracking for me.
I myself built a local app to do it for me, later shared it among friends and based on their responses n motivation I decided to make it public despite expecting 'another wrapper' allegations. It's a lot more than that, believe me - For your consideration - CalChat !
In short, it logs ur entire day from food, exercise, habits, likes/dislikes, weight etc. Completely personalized to your lifestyle and modular for any use case like meal prep plans with video suggestions, exercise plans, ask about your own history, detailed interactive report, store ur preferences and customize metrics and much more.
Lemme stop here, I wanted to hear from you guys who might find it useful and ofcourse feedbacks !

As a Content Marketing Manager, I ve worked with video content for quite a few years, and there s one limitation I keep coming back to: a video can only answer the questions you thought of while making it.

As soon as someone wonders, What does this mean for my situation? or Can you explain that part again? , they re usually on their own.

I build an AI one, I believe it's really the best there is.
Not sure how to go about this and how important is a release here.
Genuinely curious what's the best outcome here? And maybe does anyone want to test it out?

It's on ginta.app

I have been a software engineer for 25 years and an engineering manager for 6. I know how to build things. What I could never figure out was how to remember everything I built, reviewed, commented on, or responded to on any given day.

My calendar tracked meetings fine. Everything else just disappeared. PR reviews, Jira comments, ad hoc requests from leadership, performance review prep, one-off conversations that turned into two hours of unplanned architecture discussions. By Friday I could barely reconstruct Tuesday. I eventually started keeping a running Google doc of everything I touched each day, including meetings. It was exactly as tedious as it sounds.