Hey everyone! Just joined the community and wanted to do a proper intro and sharing what I'm working on. So my name is Anthony, I’m a french engineer currently building an AI tool that generates complete UGC-style videos for e-commerce brands—avatar, voiceover, product integration, the whole thing generated end-to-end. I’m currently at the prototype stage, so the tool works and I think the quality is getting there (shared samples with you) and I'm now interviewing people who actually run UGC campaigns to understand what matters most before pushing further. If you're dealing with UGC ad creation and would be open to a quick 10 min chat about your workflow and challenges, I'd really appreciate it. Feel free to comment your thoughts on the sample below ! Thanks for having me here 🙂

Automation Doesn’t Fail Because of Tools It Fails Because of These Things Most broken automations weren’t built wrong technically. They were built wrong conceptually. Here’s what actually matters. 1. Ownership must be clear Every automation needs an owner. Not “the system”. Not “the tool”. A real person who is responsible when it: misfires sends the wrong message misses a lead If no one owns the automation, no one improves it. 2. Timing is more important than speed Fast automation is useless if it’s badly timed. Following up too early feels pushy. Following up too late feels careless. Good automation respects: business hours response gaps user behavior Timing creates trust. Speed does not. 3. Exceptions are the real workload Automation handles the average case easily. The value is in handling: incomplete data unexpected replies edge cases If your system breaks on exceptions, you haven’t automated — you’ve postponed work. 4. Feedback loops are essential Automation without feedback never improves. Your system should learn from: replies failures manual corrections Even simple feedback (tags, notes, outcomes) can dramatically improve future decisions. :--> Questions:+ 1. More points to add ? 2. More points to improve? 3. Which point is mostly happens?

Pomelli is an experimental AI tool focused on marketing and brand creation Instead of just generating random images or text, it first analyses a business or brand — things like visual style, tone, colours and messaging — and builds a kind of “brand profile”. From there, it can generate campaign ideas, social visuals, and marketing assets that actually stay consistent with that identity The interesting part is that it’s less about single prompts and more about AI understanding a brand over time, then creating content that fits automatically It’s still early and experimental, and depending on your location it might not be available yet, but it’s a good example of where AI tools are heading — from generation tools to creative systems https://labs.google.com/pomelli/about/ Worth checking out if you’re interested in AI + marketing workflows or brand consistency

Where can I freelance like providing n8n workflow and get paid. (I don't a government issued id for now) I'm 16.

I built an AI assistant that actually knows everything happening in your work life. Your emails, your documents, your messages all in one place, and you just... talk to it. Unlike your regular ChatGPT, it actually does things. Imagine waking up and asking "hey, what's my day today?" and it pulls up every important email, summarizes your documents, tells you what needs your attention and what needs to be done. No switching between 10 apps. No searching through Gmail. No "where was that doc again?" just ask and it knows with a "REAL TIME UPDATE". Yes, a real time update, suppose a new Email comes, someone sent a new message, new document was created, it knows first without you telling it or you even knowing it. Here's what it can do right now: 📧 It reads and searches through ALL your emails and tells you what's going on. You ask "Did John email me about the contract?" — it finds it instantly. 📄 It creates and updates Google Docs on command. "Create a report on this year's sales and add key business insights" — done in seconds. 📬 It sends emails for you. "Send Sarah a summary of the Q4 financial report" — it finds the doc, summarizes it, sends the email. One request. 🧠 It actually REMEMBERS context. It's not like ChatGPT where you paste everything manually every time. This thing is connected to your real data your entire workspace. It knows what's actually happening in your work. And the best part? I can customize this for literally any app you use. Gmail, Google Docs, Slack, Teams, Notion, Discord, whatever. If it has an API, I can connect it and the AI can use it. Sounds sci-fi, but I call it my personal Jarvis. This isn't a one-size-fits-all tool. I build it around YOUR workflow, YOUR apps, YOUR way of working/thinking. This completely replaced my current AI setup. No joke this replaced my chatGPT. No more copy-pasting documents. No more manually giving it context every single conversation. This AI lives inside your work ecosystem and knows what's going on in real time. Where you control it from a clean user friendly chat interface.