Most wildlife camera trap images still get reviewed manually — one by one. I built a system to change that. A deployment-focused Wildlife AI pipeline that detects animals, processes batches of images, and runs locally using Docker. Next step: making it explain what it sees using local AI (Ollama + RAG). Would love thoughts from everyone in the community. 👉 https://open.substack.com/pub/saratsarvepalli/p/building-a-wildlife-ai-system-for

From first AI roles and paying clients to live receptionist systems and enterprise training deals - this week inside AIS+ showed what happens when execution meets consistency. 🚀 Standout Wins of the Week inside AIS+ 👉 @Griffin Maklansky went from being laid off to landing a role as an AI Workflow Builder in just 1 month. 👉 Duy Nguyen moved from fear to action, built a full AI-operated business, and already landed 2 paying clients through word-of-mouth. 👉 @Narsis Amin built a fully working AI restaurant receptionist handling bookings, availability, and CRM logging end-to-end. 👉 Michael Wacht closed a deal to deliver AI training for 200 employees, stepping into enterprise-level impact. 👉 @Dion Wang received his first official testimonial, validating real client results and around 40 hours/month saved. 🎥 Super Win Spotlight | @Debbie DeMarco Bennett Debbie joined AIS+ at a moment when AI was starting to disrupt the business she had built for 13 years. Instead of staying scared, she decided to learn how to work with the technology. Since joining, she has: • Automated multiple parts of her business and freed up major time • Built her own admin dashboard and secure internal systems • Started DeMarco Bennett AI • Landed her first client and began rebuilding their business systems Her biggest shift? From thinking “I’m not technical enough” to realizing that with the right support, iteration, and community, she could absolutely build. Debbie’s journey is proof that you do not need a tech background - you need the willingness to learn, ask questions, and keep building. 🎥 Watch Debbie’s story 👇 ✨ Want to see wins like this every week? Step inside AI Automation Society Plus and start building assets that compound 🚀

Seven months in. Started where most people start. Curious. Slightly overwhelmed. Trying to work out what to build first. Today: constructionx.ai went live. Full rebuild in a single Claude Code session. DNS moved. SSL provisioned. Three case studies wired in. All before lunch. That is today. What led to it: Opportunity Map Business Brain Blueprint Mission Control dashboard Voice Opportunity Map Cold email engine LinkedIn outreach engine Content pipeline All built step by step. The biggest shift: This is no longer using AI. This is pair building. Plan in one session. Execute in the next. Everything compounds. Happy to share anything in detail. https://constructionx.ai Love this community 💚💚🔥🔥🔥

Really appreciate the feedback on the button behaviour, it’s a great catch. @Debbie DeMarco Bennett For context, the green CTA (“Find My Opportunities”) only really becomes prominent on hover. My thinking was that it adds a bit of curiosity and encourages interaction. But the point raised about users potentially thinking it’s not working if they don’t hover is completely valid. So I’m weighing it up. Would you lean towards: - keeping the hover effect for curiosity - or making it clearly visible by default and removing any ambiguity Would value your thoughts, especially from a UX point of view. Site here if helpful: https://constructionx.ai

Thanks to Chirag's Token Coach. I've been on all day, pretty much! That man deserves a gem 💎, at least!! 👏🏻👏🏻👏🏻 @Chirag Chhita