I’m looking for a reliable U.S.-based partner to help me with my development projects. Requirements: - Currently living in the U.S. - 18 years or older - Own computer preferred - Able to dedicate around 1–2 hours per day I’m an AI engineer working on AI training platforms such as AfterQuery, Outlier, and Handshake, and I’ve built a strong track record of generating revenue through these platforms. For the right person, I can offer either a fixed monthly payment or a percentage of the earnings, depending on your preference. To start, I can offer **$100 per month for around 1–2 hours of work per day**, with the intention of increasing the compensation as the projects begin generating more revenue. I’m specifically looking for someone based in the U.S. because I need support with work related to the U.S. market. My current partner is unfortunately unable to continue helping due to health issues, so I’m looking for someone dependable who can step in and work with me long-term. If you’re interested or would like to learn more, please send me a DM.

I’ve a question. Mostly businesses don’t want to buy a twilio number for Voice Agents. They want to use their current/existing number. What’s the solution?

Been working with software systems for more than 10 years, mostly around backend, cloud, AI, automation, and product development. One thing I’ve learned, knowing a programming language alone usually isn’t enough. The harder part is understanding the actual business. How to automate work that’s still manual. Connect systems that don’t work well together. Build AI into real workflows. Keep the backend stable when usage grows. Deal with data scattered across different tools. These are the kinds of problems I’ve spent a lot of time working on here in Japan. But I’m curious about the US side. For people running companies in the US, what technical skills are becoming difficult to find? And what skills do you think companies will need more of over the next few years?

I am an entrepreneur and a tech professional. Been working with software systems for quite a while, and one pattern comes up a lot. The first version works fine. Then customers grow, operations get bigger, and little technical problems start showing up everywhere. Too many manual steps. APIs that don’t talk properly. Slow backend. Data sitting in different places. AI added, but not really connected to the actual workflow. Usually not one huge problem. More like five small ones quietly costing time every day. For those running a company now, what’s becoming harder on the technical side as you grow?

Hey guys! So glad to be in here. I have been following nour's youtube videos for a while and am here to learn and provide value. Just wanted to share something thats helped me improve my voice AI pipeline a lot! I spent a lot of time trying to optimize my pipeline by swapping models. While that wasnt the best fix i found what worked was measuring each stage separately first - STT, LLM, TTS, and network - before touching anything. mine turned out to be a stage I'd never suspected. Also surprisingly logging timestamps at every stage boundary and looking at real numbers . And streaming everything , so not waiting for full utterance to hand off to the next stage. Most of my "model latency" was just waiting After lots of testing, my current stack sits around 290ms end to end.. Curious what everyone else is measuring - and where your bottleneck actually turned out to be?