I created a skill for Claude Code to do a complex data analysis and create a 1500 word report from it. I prompted it to give a final review like an Editor in Chief and it looks amazing... but how would I know if there were hallucinations other than having a human review it? My human costs thousands for this work. I was thinking maybe plug the raw data into Codex and see if the findings come back the same? Any other tricks or software to verify the work?

Hey guys. How do you know whether to make 10 smaller skills or 1 big skill that emcompasses everything? I basically spent a week putting my entire process into 1 big skills just using claude, I have not even begun N8N yet, but it seems Claude can do automations as is..... but when is the time to cap how much is going into 1 skill? thanks!

Quick tip: Claude Code can hold a million tokens of context. I almost never let it get close. I keep my sessions under 30 percent. I will tolerate 40. Very rarely 50. After that I compact or clear and start fresh. Here is why. The bigger the context gets, the more tokens every single command burns, and the worse the output gets. At 29 percent, every command drags that whole 29 percent along with it. You pay for all of it, every time. That is slower and dumber on every step. So a bloated session costs you twice: more money and worse work. When a session starts to fill, I do not push through it. I compact, keep the important stuff, and keep moving. Lean sessions think better.

I am so excited to share my passions for AI automation with you. I created this community for actual business owners that want to start implementing AI into their businesses to scale faster, with less staff. This community will NOT be free for long. I will be adding my automations piece-by-piece. These are the SAME automations I use in my Inc 5000 agency that enable us to scale to $700K/mo with few staff. Now some next steps... 1. INTRODUCE YOURSELF in the comments on this post. 2. ASK FOR HELP if you need it by posting in the 'Automation Help' category. Include loom videos. My team and the community will try to help. BEFORE asking for help, search for your issue in the search bar. 3. GIVE VALUE. Help others if they ask. Share your own automation templates and walkthroughs. 4. BLUEPRINTS are available inside the Classroom and separated by use case (Sales, content, etc). You may need to pay to unlock certain modules. 5. WAITING is available for our AI Automation Insider Ultra program. Details coming soon. Welcome to the AI Automation Insiders!