One thing I would like to see more of n8n YouTube video content is the use and function of important n8n nodes.. I believe everyone is showing off workflows which becomes a blur. To really learn what options we have is to showcase the power of n8n, their nodes, what they do, and how there are configured. I also feel that having n8n automation videos stating how much money people made from them is ridiculous and serves no value. Wondering if any one has thoughts on this or a different opinion. Am I missing something?

Term: Checkpointing Day: 10 Level: Fluency Category: Training & Optimization 🪄 Simple Definition: Saving an AI model’s progress during training so it can be resumed or reused later without starting over. 🌟 Expanded Definition: Checkpointing stores the state of a model—its learned weights, parameters, and progress—at certain points during training. This prevents wasted time if training is interrupted and allows developers to reuse or fine-tune the model from a saved point. It’s especially valuable for large models that take weeks or months to train. ⚡ In Action: A research team training a large language model saves a checkpoint every 24 hours. If their servers crash, they can restart from the last checkpoint instead of losing weeks of progress. 💡 AIS+ Pro Tip: Use checkpointing strategically — frequent saves add storage overhead, but infrequent saves risk lost progress. For large-scale projects, pair checkpointing with distributed training to balance efficiency and reliability. 🔍To find all posted terms, simply search for the phrase “Daily Dose” in the AIS+ community. Start AI Terms Daily Dose from Beginning: https://www.skool.com/ai-automation-society/ai-terms-daily-dose-series-announcement?p=3f25c4c2 📣 Complementary Series 📣 📚 AI Terms Everyone Should Know Series Your complete guide to mastering AI vocabulary, from basics to advanced, with context and real-world examples by @Michael Wacht https://www.skool.com/ai-automation-society/ai-terms-everyone-should-know-series?p=91d0578a Series inspired by the "Only Cheatsheet to Master AI Basics" post by @Yash Chauhan found at: https://www.skool.com/ai-automationskool/only-cheatsheet-to-master-ai-basics?p=f1af5dd4

Hi all, Understanding most automation workflows focus on parsing PDFs, does anyone have a suggestion for solutions that enable you to add text to PDFs? For example: If a verification document needs to be sent to a company confirming an individual completed a task/onboarding/session, what would allow one to use a "blank" verification PDF template, take details from an intake form and have certain text details from the form added to certain areas/fields of the blank verification PDF template (for each individual)? I've researched a few options already but I either have to download an app or have to get a "feature overkill" plan for this one function. Ideally I'd like to incorporate this within a Zapier or Make.com flow (if possible). Any thoughts or suggestions would be appreciated.

A lot of agency owners think growth means adding more platforms, more moving parts. But often it’s the opposite. Scaling is about finding one repeatable channel that compounds results. For some that’s LinkedIn, for others cold email. What I’ve seen work surprisingly well is adding SMS as a secondary touchpoint, simple, fast and extremely hard to ignore. Sometimes the smartest way to scale isn’t to do more, but to do the essentials in a channel nobody else is using. What’s the most underrated outreach channel you’ve tried?

Recently I found Flowise and its version 3 is a great contender. Any comments @Nate Herk ?