Very interesting worth checking out... https://workspace.google.com/blog/product-announcements/introducing-google-workspace-studio-agents-for-everyday-work

STEP 1: Hey, I’m really glad you’re here. My goal is to empower 1,000,000 people to use AI and automation to gain time freedom and financial independence before ASI arrives (check this out)! Whether you’re looking to simplify your life, grow a business, or just understand how this technology can support you, this is a space where you'll get the tools, support, and encouragement to make it real. A little about me: I’ve started and sold an ecommerce business that made millions, built a top 15 iPhone app, sold SaaS products, and recently won the VAPI AI Voice challenge. So wherever you're at — starting from scratch or scaling up — I can help. Most importantly, I’m here to encourage you, teach you, and make sure you’re not doing it alone. Post a quick hello and let me know what you’re working on or thinking about. I’ll respond and help however I can because I care about your success. Let’s build cool stuff together. STEP 2: Now read this if you are stuck or not sure where to begin... https://www.skool.com/aititus-2906/stuck-not-sure-where-to-start-heres-what-to-do?p=775a09d7 PS If you want free N8N access (unlimited) check this out https://aititus.com/free-n8n

Worth reading and keeping an eye on.. Introducing Nested Learning: A new ML paradigm for continual learning We introduce Nested Learning, a new approach to machine learning that views models as a set of smaller, nested optimization problems, each with its own internal workflow, in order to mitigate or even completely avoid the issue of “catastrophic forgetting”, where learning new tasks sacrifices proficiency on old tasks. The last decade has seen incredible progress in machine learning (ML), primarily driven by powerful neural network architectures and the algorithms used to train them. However, despite the success of large language models (LLMs), a few fundamental challenges persist, especially around continual learning, the ability for a model to actively acquire new knowledge and skills over time without forgetting old ones. When it comes to continual learning and self-improvement, the human brain is the gold standard. It adapts through neuroplasticity — the remarkable capacity to change its structure in response to new experiences, memories, and learning. Without this ability, a person is limited to immediate context (like anterograde amnesia). We see a similar limitation in current LLMs: their knowledge is confined to either the immediate context of their input window or the static information that they learn during pre-training. The simple approach, continually updating a model's parameters with new data, often leads to “catastrophic forgetting” (CF), where learning new tasks sacrifices proficiency on old tasks. Researchers traditionally combat CF through architectural tweaks or better optimization rules. However, for too long, we have treated the model's architecture (the network structure) and the optimization algorithm (the training rule) as two separate things, which prevents us from achieving a truly unified, efficient learning system.

Amazing video!

As you perhaps know I'm helping students in Uganda with learning AI and building in n8n . They are on there way for 8 weeks now and I have Exciting news from our the team! I'm thrilled to share that everyone who submitted on time passed their second test an amazing achievement that demonstrates the incredible momentum this team is building! (very proud of them ) The Highlights: * 100% pass rate for on-time submissions * One team member achieved a perfect score, setting an outstanding benchmark for the group * Strong performances across the board, with scores ranging from 85-100 points * Clear evidence of growing technical skills AND professional communication abilities Key Growth Areas: Our team is mastering not just the technical execution (what is very important), but also the art of professional client communication. Clean email formatting, customer friendly messaging, and attention to detail are becoming second nature. These skills combined with technical expertise are what transform good work into exceptional, client ready deliverables. What's Next? The team is now embarking on an exciting new assignment (my favorite !!) : Developing AI business concepts. Each member will ideate, plan, and strategize around an AI powered business they'd like to launch. This isn't just theory it's about applying everything they've learned to real world entrepreneurial thinking. The Bigger Picture: Every test, every project, every piece of feedback is shaping these members into skilled, professional. The upward trajectory is undeniable, and I couldn't be more proud of their commitment to growth and excellence. Keep building. Keep learning. Keep pushing forward! #Uganda #AI #Innovation