A UK investment firm lost $1.2 million in Q1 because their AI hallucinated a merger announcement that never existed. Hospitals suspended AI trials because models were flagging patients for diseases they didn't have. Even the "best" models still hallucinate 17-72% of the time depending on the task. So here's what I've been doing: - Flags uncertain responses for human review - Uses RAG (Retrieval-Augmented Generation) to ground answers in real data - Reduces hallucination by ~75% when web search is enabled - The reality? AI is powerful but NOT reliable on its own yet. The money is in building RELIABLE systems, not just fast ones. How are YOU handling AI accuracy in your client projects? What verification steps do you use?

I builded this website with Claude, it's really fast and good!! The Idea is simple but it's good. It's Fully working all the links and all things inside it , I'm asking well showed. And in one prompt IT'S the important thing for me that it didn't taked that much time!! What's your experience to build websitesor apps with Claude!! How many of you tried to building websites about any of your work?? Is their any idea or something that I can improve in this website??

I spent 7 years in software development It taught me a lot. I became top rated developer on upwork...worked on 150+ websites... but my clients kept asking for ai agents...I kept avoiding it because I knew the coding route + long learning curve but when n8n launched and did my research.....man...it changed everything Now I don't just build websites for my clients...but build their automations too Excited to learn from this community...share what I know...and build some crazy workflows along the way.

AI is evolving fast. Most people still use it like a search engine. But the real power is in Autonomous Workflows. If you want to stay ahead in 2026, level up your productivity: 1. Build Workflows, Not Just Chats: Stop doing manual tasks every day. Use automation platforms like n8n to connect your apps. Let AI handle your lead generation, email sorting, or social media while you focus on high-level strategy. 2.Optimize Your Costs: You don’t always need the most expensive model. For data processing or repetitive tasks, use faster, cost-effective models like GPT-4o-mini. It saves money without sacrificing quality. The goal isn't just to "use" AI—it's to win back your time. What is one repetitive task in your business that you wish you could automate today?

I’m trying to code a section into my AI dashboards that has native integrations for users to auto connect their platforms. Right now I’m doing it through N8N. Does anyone have advice? Done it before? Or suggest against it?