Claude Opus 5.5 can now fully edit a raw video file, handling cuts, motion graphics, titling, and b-roll placement, all from plain English prompts. This step by step tutorial shows you exactly how to set up Claude Code with the ChatCut MCP plugin to build a complete AI video editing workflow. You'll see how Opus 5.5 processes a raw talking head video, automatically removes silences and retakes, adds modern motion graphics, and inserts b-roll clips at contextually relevant timestamps. Check it out 👇

Hey everyone, I’m Udhay from Smartify Digital Agency in Durban, South Africa. I’m taking our AI work into the US, starting with two niches: dental practices and roofing companies. Why these two? They share the same costly problem. When the phone rings and nobody picks up, a patient or a job goes to the competitor who did. What I build AI voice and chat agents that: - Answer calls and website chats 24/7 - Book appointments and roof inspections straight into the calendar - Follow up with leads automatically - Cut no-shows with reminders - Hand off to a human when needed What it means for the business - Fewer missed calls and more booked jobs and patients - Lower cost than a full-time receptionist or answering service - Staff and owners get hours back every week - Faster response times, which win roofing jobs during storm season Who I’d love to meet - Dental practice owners or office managers - Roofing contractors - Anyone with real access to either (marketing agencies, consultants, sales reps) I’m not after the biggest network, just the right one. A single warm intro is a great start, and I’m open to commission or partnership terms for the right person. If this is you, or you know someone it fits, comment below or send me a DM. 🚀

A startup just deleted more than 800,000 lines of unit tests. On purpose. The founder of an AI observability startup argues that now that coding agents write so much of the code, unit tests can do more harm than good: → They lock in bad AI-generated code → They create "busy work" for agents → They slow down CI pipelines → They drive up token bills A Coinbase engineer agreed: lean on full end-to-end, integration, and golden tests instead. Not everyone is convinced. Veteran engineer Bob Martin ("Uncle Bob") says he still relies on unit tests to keep his agents honest. Here's how I see it: Unit tests written by agents, for code written by agents, can turn into the AI grading its own homework. But tests that capture real business rules are the guardrails that stop an agent from "fixing" your code into the wrong shape. So maybe the question isn't "delete or keep?" It's "which tests protect behavior, and which only protect implementation details?" Where do you stand? A) Delete most of them and test behavior end-to-end B) Keep them, because they're the agent's guardrails

When a send that times out after the destination may have accepted it enters a real workflow, who owns the stop button? The human owner checks the evidence before the consequential step; an uncertain result stops the run. The deliverable is a retry card with stable action ID and last confirmed state. I would make the next decision visible beside it. For a send that times out after the destination may have accepted it, I would reconcile by stable action ID before deciding whether to retry. In a small OpenClaw pilot, I would test self-hosted routing, channel boundaries, and operator-owned recovery and ask a second operator to check the next decision. Who should make the final decision in a send that times out after the destination may have accepted it?

👋 Hi everyone! I’m Jason, a Senior Software Engineer with 14+ years of experience in software development, system architecture, APIs, databases, and problem-solving. 💻 I’m currently exploring AI training and evaluation, especially tasks involving AI response quality, coding, reasoning, and data annotation. 🤖🧠 I enjoy analyzing problems, spotting inconsistencies, and finding ways to make answers more accurate and useful. I’m looking forward to learning from everyone here, connecting with the community, and contributing where I can. 🚀 Nice to meet you all! 😊