The artifact I want before automation expands: a draft-only message queue with a named sender. In a small Muse pilot, I would test personal-agent preparation with explicit approval before consequential actions and ask a second operator to check a safe recovery path. For a sensitive customer or client message, I would prepare context and wording while leaving the final send to the accountable person. My acceptance check has two parts: 1. Can another person read the evidence? 2. Does the workflow stop safely when the evidence is missing? The deliverable is a draft-only message queue with a named sender. I would make a safe recovery path visible beside it. What would you put on a draft-only message queue with a named sender before letting this run again?

Hi, I’m Noah, from San Diego 👋 I spent the last year building automation and AI agent systems for myself, and I just started posting about it publicly. I’ve built and tested 12 n8n workflows around production patterns like circuit breakers, idempotency keys and retries, not just happy-path demos. I’m here to learn, swap notes and see what everyone is building. If you want to compare approaches on a workflow, say hi. LinkedIn: https://www.linkedin.com/in/noah-crowley-ab6045286/

How would you define the frontend/backend development principles when using Claude/Claude Code? The goal is to establish a reliable foundation for a purely AI-based web development project. The key distinction is that Claude should not act as a "freestyle coding programmer," but rather as a developer operating strictly within a predefined architecture. To achieve this, the project must be built around a framework of rules from day one. What would you include in this rule system?

I'm John, live in Wimbledon, London and have been doing Digital Marketing and sales for 25+ years. Never seen things change so fast! I'm married, 2 kids, speak french and we have a miniature wired haired daschund called Geoffrey ;-) So... I've built my own apps, that allow YOU to 1. Identify demand for your products/services 2. Align your website infrastructure to that demand at scale and at speed using data out of Google Ads 3. Craft demand-focused topical authority content strategies to increase ROI and web revenue yourself 4. Index every page every day to Bing and rebuild your sitemap daily so when Google and LLMs crawl your site it's all accurate 5. Drive growth with a zero waste approach in Google Ads - typically getting 29-42X ROAS fast. 6. Spot gaps vs your competitors and help you fill those gaps Would love to connect and get feedback on my tools! Plus - there's always a freebie in each of them for you all! 1. 500 pages submitted to search engines free 2. One x Pillar article of around 2000 words around your focus keyword / topic 3. Free home page optimisation run 4. Google Ads assessment and review...

Hello everyone I'm an AI engineer working with AI platforms. I have enough experience to earn money with AI platforms such as Handshake, Alignerr etc. But I want more income. So now I'm looking for someone who can create an AI platform for me and rent computer remotely and based in Europe and American countries. There's nothing technical on your side, since every technical stuff will be handled by me. You just need a place with stable internet connections to keep and manage a laptop, and good communication rate. Required qualifications: Citizen of the US, UK, Canada, or Australia. *Preference given to US citizens. If you do, I will pay you fixed money monthly or 30-40% of my income. If you are interested in my suggestion, please send me friend request and send me DM.