Today, following our discussion on LLM Orchestration, we are specifically introducing the RAG Pipeline. For satisfactory processing, the RAG (Retrieval-Augmented Generation) pipeline is a key element in building AI systems that provide successful and context-aware answers. This pipeline combines the powerful capabilities of language models with document-related search functions, ensuring that AI responses are based on user data rather than relying solely on prior knowledge. The following is a subsequent diagram illustrating the RAG pipeline. It shows how data is retrieved, processed, and used to generate high-quality, powerful answers. This approach not only enables excellent answers but also allows for the integration of features through added content. We welcome any questions related to software, including issues encountered during the learning and development process. Our goal is ```for the future```.

So I've just set up Remotion (free video creation skill for Claude Code) and decided to test it with a PDF we made for our WhatsApp community - a sleep poll with results across 3 questions. I gave Claude the PDF, told it what I wanted, and it built a 5-scene animated video with transitions, animated bar charts, branded colours, the lot. Rendered it as an MP4 right from the terminal. The whole thing took minutes. No video editor, no Canva, no uploading to some third party tool. It all happened locally on my machine. Remotion itself has been around since 2021, it's a proper established framework, not something experimental. What's new is the Claude Code skills integration that means you don't need to know React or write any code yourself. You just describe what you want and Claude Code does it all. Already scheduled it for LinkedIn on Monday. Now I'm thinking about what else I can repurpose this way, podcast clips, course promos, campaign content. Video attached so you can see the output. First attempt, no tweaking. Pretty impressed.

Has anyone here built their own MCP server? I'm not a developer but I've just started building one for Zoho Mail in Claude Code. The official Zoho MCP connects to my Claude account but it's unreliable: connections drop, responses come back empty, and it only covers basic read operations. The community ones on Github were not much better. So here we are. Claude Code's plan mode has been really useful for this. Rather than jumping straight into code, it walked through what already existed in my project, identified what was broken, and laid out an implementation plan before writing anything. The barrier to doing this is lower than I expected. Has anyone else gone down this route? Did you build from scratch or modify an existing one? What did you use to build it?

So I'm creating this system with the following clones. What other clones would you add to this system? CORE SYSTEM (runs everything) 1. Orchestrator Manager Clone - Runs the whole system. Decides what happens, when, and in what order. 2. Backup & Sync Clone - Saves everything automatically. Prevents data loss and keeps history. 3. KPI Briefing Clone - Shows simple daily/weekly reports. Tells you what’s working and what’s not. 4. Compliance / FTC Guardrail Clone - Checks all content for legal issues. Makes sure nothing breaks rules. RESEARCH & STRATEGY 5. Research Scout Clone - Finds trends, ideas, and opportunities online. 6. Claim Verifier Clone - Fact-checks content so you don’t post wrong info. 7. Strategy Evaluator Clone - Looks at your plan and tells you what to improve. 8. Client Systems Analyst Clone - Breaks down a business and finds where AI can help. MARKETING & CONTENT 9. Content Creation Clone - Writes posts, scripts, and ideas for all platforms. 10. Content Repurposing Clone -Turns 1 piece of content into many (posts, emails, etc.). 11. Instagram Content Clone - Creates and optimizes Instagram posts and reels. 12. YouTube Content Clone - Plans and writes YouTube videos and Shorts. 13. TikTok Content Clone - Creates short viral-style content. 14. LinkedIn Content Clone - Writes professional posts and articles. 15. SEO & Blog Clone - Writes blog posts that rank on Google and AI search. 16. Newsletter Writing Clone - Writes emails/newsletters to your audience. DISTRIBUTION & PERFORMANCE 17. Scheduling & Distribution Clone - Posts content automatically across platforms. 18. Social Performance Analyst Clone - Tracks what content performs best. 19. Marketing Analytics Clone -Tracks leads, clicks, and conversions. 20. A/B Testing Clone -Tests different content versions to see what wins. LEADS, SALES & MESSAGING 21. Lead Generation Clone - Finds and attracts new leads. 22. DM / Inbox Clone - Replies to messages automatically (with smart rules). 23. CRM Pipeline Clone - Tracks leads from first contact to sale.

I've been watching Claude Code videos pretty consistently looking for refinements and tweaks rather than anything too long or full of c*ap. But something shifted recently. I'll see a tip or technique in a video, bring it to Claude Code and ask "is this useful for what we're doing?" and almost every time now it comes back saying we're already doing it, or it doesn't apply to our setup. The latest example: a video about managing the 1M context window. Good advice for beginners, but when I checked, every recommendation was already built into my workflow. Rules files, fresh sessions, structured handoffs between machines - all in place. But I've spent months building out 14 custom skills, a briefing system, CRM integrations, podcast processing - all by doing, much less by watching. And now the tool itself can tell me whether the next update is worth my time or not. @Ryan Doser talks about getting out of consumption mode and into doing mode. I think there's a stage beyond that: when the doing has gone so deep that the tool itself becomes your advisor on what to learn next. Has anyone else hit this point and if you're at the very beginning what do you need help with so that you're not focusing on consuming content?