Hey Automators! 👋 I’m a Machine Learning Engineer, and like most of you, I love automating everything... except my taxes. I realized many like me were losing hundreds of dollars in write-offs every year simply because they couldn't find the photo of a receipt buried in their gallery from 6 months ago. Standard OCR just gives you a messy text file. I wanted something smarter. So I built Rekeepo. It’s an AI search tool where you can just type "Furniture," "Lumber," or "Starbucks" and it finds the exact image in a split second using custom Vision-AI. I need your expert "Automation Brains" for two things: 1. Validation: Besides Handymen and Airbnb hosts, which industries do you think are "bleeding money" because of messy paper trails? (Lawyers? Field Sales? Trucking?) 2. The "Next Step": I'm thinking of building an n8n node or a Zapier integration next so this data can flow directly into Xero/Quickbooks. Would that be a game-changer for your clients? Side note for the group: I specialize in the "hard stuff" that no-code tools sometimes struggle with—Custom Python nodes, RAG (Talk to your data), and complex AI Agents. If you're stuck on a client project that needs a custom ML "brain" or advanced document processing, drop a comment or DM me. I’d love to help unblock you while I continue building Rekeepo! What should I build next to make this even more useful? 👇

I’m truly excited to share a big milestone today, I officially made my first $1,000! 🚀. This achievement means a lot to me, not just because of the number, but because of the journey, persistence, and support it took to get here. None of this would have been possible without the incredible guidance and encouragement from our admin. Your leadership, clarity, and support have played a huge role in helping me stay focused and motivated. This is just the beginning, and I’m looking forward to building on this momentum, setting bigger goals, and achieving even greater success ahead. Grateful for this win and even more excited about the journey forward! 🙌

Hey everyone,I’ve built a few simple automations, but now I’m stuck. I see so many people here working on amazing projects, and I can’t figure out the right next step. - When did you feel ready to start picking projects? - Should I jump into freelancing projects now to level up, or wait until I’m more solid with automation? - What’s the best way to practice solving real problems - following YouTube, planning projects with AI, or something else that worked for you? I know real growth comes from building projects, but I’m confused on how to actually start. If you were in my shoes a few steps back, what would you do differently? Would love to hear your thoughts - even one tip from your journey could save me weeks of trial and error 🙏.

Hi, Wonder if anyone can guide me... Note: this is not for any commercial purposes, just starting to learn. For practicing my very first Agent, I came up with a use case to create a Voice Agent as follows and hit a wall. Apparently the flow cannot read rows from Google sheet, most likely authorisation issue BUT I guess I have done it right (obviously not): 1. A maintenance field worker is on the job and finds a safety hazard to report to his company. 2. He hits a link on the webpage on his mobile, talks through the issue verbally (possibly using ElevenLabs). 3. ElevenLabs asks pre-defined questions (which are sitting on a Google Sheet's 'questions' sheet) e.g. name, location, what is the safety hazard etc. 4. Field worker answers the questions (verbal responses). 5. Behind the scenes (n8n workflow?) listens and updates the Google Sheet (on a Google Sheet's 'responses' sheet). 6. The key thing here is that I need to ensure that the field worker should complete all questions before I record it as a valid submission. 7. Second thing is that the voice agent should understand when the response is satisfactory to the question or not, and keep probing the field worker until a valid answer is provided.

Built an AI agent that manages safety-critical workflows with human-in-the-loop oversight. Key features include: - 🚨 Incident escalation via email & Slack (including manager notifications) - 📝 Automatic Jira ticket creation - 📚 SOP retrieval using RAG (from user-provided database) - 📄 Detailed incident report generation (PDF) - 📊 Daily log updates in seconds The agent follows human instructions and ensures AI supports decision-making rather than replacing humans—critical for high-stakes environments. Here is the demo: https://www.linkedin.com/posts/muhammad-daniyal-628402102_agenticai-oilandgas-aiengineering-activity-7373952610720051201-k3ez?utm_source=share&utm_medium=member_desktop&rcm=ACoAABoLYQABwJfZyML8iBUzsVM7NoRqdudK9dY