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.

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Someone just asked about AI accuracy, and I realized this is something we all need to talk about. Because here's the thing: AI is incredibly powerful, but it's not perfect. And knowing how to work with that? That's the real skill. Let me share what I've learned about getting more accurate and reliable results from AI. The Truth About AI ChatGPT and other AI tools can absolutely give you wrong information sometimes. They can be confidently incorrect. They can make stuff up. This isn't a flaw you need to work around forever (probably), but it's reality right now. The good news? Once you know this, you can use some simple strategies to get way better results. Here's What Actually Works Make it show its work. Add phrases like "explain your reasoning" or "walk me through your thinking" to your prompts. When AI has to justify its answers, it tends to be more careful and accurate. It's like asking a student to show their math work. Get specific with your prompts. Vague questions get vague (and sometimes wrong) answers. Instead of "tell me about SEO," try "give me three SEO strategies for blog posts in 2025, with specific examples." The more detail you provide, the better the output. Double-check important stuff. If you're using AI for facts, dates, statistics, or anything critical, verify it. I always do a quick Google search for anything that matters. Takes 30 seconds. Saves potential headaches. Challenge it when something feels off. Just say "are you sure about that?" or "can you reconsider that answer?" You'd be surprised how often it'll correct itself and give you something better. Ask for confidence levels. This one's been huge for me. Add "rate your confidence in this answer from 1-10 and explain why" to your prompts. When it gives itself a 5 or 6, you know to dig deeper or verify. Turn on Deep Research. Most LLMs now have a deep research mode (ChatGPT, Claude, Gemini, DeepSeek, Perplexity). This feature actually goes out and finds real sources, validates information, and gives you thought-through links and content. It takes a bit longer, but the accuracy jumps way up. Game changer for anything factual.

I see this all the time. People jumping straight into content calendars, posting schedules, and marketing tactics before they've answered the most important question: Who are we? Not what do we sell. Not what features do we have. But who ARE we as a brand? What do we stand for? How should people feel when they interact with us? And here's what happens when you skip this step. Your messaging feels inconsistent. Your content doesn't land. You're copying what other people do because you're not sure what YOU should be doing. Every post feels like you're throwing spaghetti at the wall. I've been there. It's exhausting. But here's the thing. You don't need a $10,000 brand strategy consultant to figure this out. You need the right questions and a framework to think through your answers. That's what these two prompts do. The first one helps you discover your brand identity—who you are, what you stand for, and how your product or service expresses that. The second one takes that identity and turns it into an actual marketing strategy and brand narrative you can use. These work together as a system. And honestly? This is some of the most valuable brand work you can do. Why This Matters Most marketing advice starts with tactics. Post three times a day. Use these hashtags. Try this trend. But tactics without identity just create noise. When you're clear on who you are, everything gets easier. You know what to say. You know how to say it. You know which opportunities to say yes to and which ones aren't aligned. Your content becomes consistent. Your voice becomes recognizable. People start to get what you're about. That's what these prompts help you build. PROMPT #1: Brand & Product Identity Discovery This is where you start. Copy and paste this into ChatGPT or Claude and let it guide you through defining your brand foundation. --- BEGIN PROMPT --- You are a Brand Identity Strategist and Product Definition Coach with deep expertise in emotional branding, market positioning, and authentic storytelling.

I've seen two questions in the community lately that I bet a lot of you are thinking about too. "Can someone share an AI tool to increase sales and improve customer follow-up?" "I need help managing social media for my business but don't know where to start." Both of these questions are really asking the same thing: How do I get more leads and actually convert them without drowning in complexity? Here's what I realized. People keep asking for THE tool. THE platform. THE solution. But the real problem isn't finding one magic tool. It's not having a strategy that fits YOUR specific business. And that's exactly what AI can do better than any single tool ever could. Instead of hunting for the perfect lead gen software or social media scheduler, you can have AI become your personal lead generation strategist. It can analyze your business, build a custom system, research the best tools for YOUR situation, create content strategies, design follow-up sequences, and give you a step-by-step action plan. All from one conversation. I'm talking about ChatGPT with web search enabled (Claude works great too). Not some expensive software. Not a complicated funnel builder you'll never figure out. Just an AI that can think through your entire lead gen strategy with you and then help you execute it. So I built a prompt that turns any AI with web search into your lead generation expert. And I'm not exaggerating when I say this thing is comprehensive. What This Prompt Does: It starts by understanding YOUR business (what you sell, who you serve, where you are now). It builds a complete lead generation strategy customized for you. It researches and recommends the actual best tools for your budget and needs. It creates social media content strategies that attract your ideal customers. It designs customer follow-up systems that actually convert. It shows you how to track what's working and what's not. It gives you a prioritized action plan so you know exactly what to do first.