Built a small tool around automating invoice follow-ups. Tried LinkedIn outreach + Reddit, didn’t really work. I feel like the problem is real, but maybe I’m targeting the wrong people or messaging it badly. If you’ve been in this stage before—how did you get your first few users? Also happy to let anyone try it if you’re dealing with this problem

Hey everyone 👋 I’m excited to introduce Lystica Cloud, a platform I’ve been working on, and I’m opening up a Beta Tester Program to gather real feedback from real users. This is not just about testing — it’s about shaping the product together. 💡 What is Lystica Cloud? Lystica Cloud check https://www.lystica.cloud 🔍 Why join the Beta? As a beta tester, you’ll: - Get early access to features before public release - Help influence the product direction - Identify bugs and suggest improvements - Be part of the founding user community 🧪 What I’m looking for: - Honest feedback (good and bad) - Users willing to explore and break things 😄 - Ideas on how to make Lystica Cloud more useful 🎁 Bonus (optional): Early testers may get: - Lifetime perks free/ discounts - Special recognition as early supporters ❓ Discussion: - What features would you expect from a platform like Lystica Cloud? - What would make you use it daily? - What frustrates you with current tools you’re using? If you're interested in joining the beta, drop a comment or DM me 🙌 Let’s build something people actually love. #BuildInPublic #BetaTesting #SaaS #IndieHacker #StartupJourney

In today’s AI-driven world, having access to an LLM isn’t enough. The real value comes from orchestrating LLMs within complex systems—making sure they operate safely, reliably, and in alignment with real-world rules. I’ve had the privilege of working on projects like IOUBI, where the challenge isn’t just generating text, but enforcing economic invariants, reconciling distributed ledgers, and handling edge-case conflicts in real-time systems. This kind of work requires: Turning multi-document specifications into deterministic, operational rules for AI Coordinating AI reasoning across layers (local, L3, L2) in distributed systems Ensuring outputs respect both client intent and real-world feasibility Bridging human expertise and AI to produce actionable, verifiable results Please feel free to let me know anytime if you need help.

Hey. Papfam. Pull up a chair. Let’s be real for a second. I know what’s been running through your mind lately. I’ve felt it too. That quiet, nagging question that pops up every time you open your editor: Is it even worth it anymore? We’re sitting in the middle of a firestorm. AI agents are writing code in seconds. Tools like CodeRabbit are reviewing pull requests better than some humans can. The bar for "being a developer" has been yanked out from under our feet, and we’re all scrambling to find solid ground. And honestly? It’s messing with our heads. There’s a new kind of imposter syndrome in town. It’s not just "Am I good enough?" anymore. It’s worse. It’s: "Did I actually build this, or did I just vibe my way through it?" We’re building things faster than ever, but in the back of our minds, we’re wondering if we’re becoming just... conductors for a machine. I’m not writing this to give you a lecture. I’m writing this because I see what’s happening. I see some people dropping the keyboard entirely, talking about leaving tech to go farm. And I see others riding this wave like they were born for it, building things in days that used to take months. So, what’s the difference between them? Cal Newport saw this coming a decade ago in Deep Work. He said the future belongs to three types of people, but the one that stuck with me was this: Those who can work with intelligent machines at a high level. Read that again. Not against them. With them. The machine is here. It’s not leaving. The only question that matters now is: Can you direct it? Can you look at the mess it sometimes makes and know exactly how to clean it up? Can you see the architecture while it fills in the bricks? Because here’s the thing I’ve realized: The fight isn't that you lack the ability. The fight is the refusal to adapt. What you knew yesterday? That was powerful. It got you here. But this is a new battle, and it requires a different kind of ammunition. It requires us to stay students. To keep investing in our toolbox, not just with new frameworks, but with new ways of thinking.

Built this YouTube clone months ago to push my limits. Never shared it, until now. Projects like this give me the confidence that I can build almost any kind of website. Would love your thoughts on this one 👇