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6 contributions to AI Bits and Pieces
šŸŽ‰ 400 Members — Thank You šŸŽ‰
We just crossed 400 members, and I want to take a moment to say thank you to everyone who’s joined AI Bits & Pieces and helped shape what this space is becoming.šŸŽ‰ This community was built on a simple idea: ✨AI is now a life skill. The goal here isn’t to chase tools or trends. It’s to build real understanding and practical fluency. So AI can be applied thoughtfully in everyday life, work, and business. As the community continues to grow, you’ll see more relevant content as we learn more about member preferences. That said, content is only one part of what makes this community work. šŸ¤ Just as important are the contributors who consistently show up and share real work — including open build journeys like @Holger Peschke 30-day RAG build, and @Matthew Sutherland, who consistently adds deeper insight and context to our content. @Muskan Ahlawat and @Judith Vanegas also deserve recognition for their consistent encouragement and thoughtful engagement. šŸ† Community Leaderboard To recognize members who have made meaningful contributions through participation, learning, and engagement — thank you for showing up. 1. @Frank van Bokhorst 2. @Holger Peschke 3. @Muskan Ahlawat 4. @Matthew Sutherland 5. @Dena Dion 6. @Judith Vanegas 7. @Jason Hagen 8. @Dorota Mleczko 9. @Usman Mohammed 10. @Roger Richards And new contributors: @Glenn Marcus and @Reynoso Anubis for their in-depth posts and videos that inspire and encourage us pursue new AI goals and applications.
šŸŽ‰ 400 Members — Thank You šŸŽ‰
3 likes • 21d
Nice!!!!!!!!!!!!!!!!!!
Classroom Highlight: LLM Benchmarks 101
Ever looked at an AI benchmark chart and thought, ā€œYep… no idea what any of that meansā€? You’re not alone. Even seasoned pros blink twice at these grids. Benchmarks sound technical, mysterious, and a little intimidating — but they don’t have to be. In our newest AI Bits & Pieces classroom, we’re breaking down the few benchmarks that actually matter to your everyday AI use. No deep math. No jargon spirals. Just the simple, practical meaning behind tests like MMMU-Pro, MMLU, AIME, GPQA, and the ones you’ll see in every model comparison post. We’ll explain what they measure, why they matter, and which ones you can completely ignore as you navigate tools like ChatGPT, Claude, Gemini, and beyond. Because understanding AI shouldn’t feel like studying for a physics midterm. Go to Classroom: LLMs - Benchmark Stats Made Easy https://www.skool.com/ai-bits-and-pieces/classroom/fd2b30f7?md=f92e6f4b2dce4bfd9e064857f271c9ba
Classroom Highlight: LLM Benchmarks 101
3 likes • Dec '25
āˆ™ Context window utilization under load (how well it maintains coherence across long conversations) āˆ™ Instruction following fidelity (does it actually do what you asked, or drift toward what it ā€œthinksā€ you meant) āˆ™ Consistency across runs (same prompt, same quality every time?) The context windows, especially challenging, and even while using a pre-and post qualified rag vector database to perhaps expand your tokens two 5 million versus the current limitation and then there’s all the wrangling of trying to make sure the chunking is also keeping context and nuanced while you interact with it and hopefully it has historical data that it could be used. That’s relevant to what you’re working on and not go hallucination about talking to plants after running a backyard ultra for four days straight. The last part I don’t know anything about, but I hear it’s kind of crazy. The last two bullet points are just standard things in my eyes
šŸ“’ AI Terms: Model
Term: Model Level: Beginner Category: Core Concept šŸŖ„ Simple Definition: A model is the AI’s ā€œbrainā€ — the system that has been trained to recognize patterns and generate answers. 🌟 Expanded Definition: In AI, a model is a program created by training on large amounts of data. The model ā€œlearnsā€ the relationships between words, numbers, or images so it can make predictions. For text models (like GPT), the model predicts the next most likely word to create coherent sentences. Different models are trained for different jobs: writing, recognizing images, or even playing games. ⚔ In Action: When you use ChatGPT, you’re really using a GPT model that was trained to understand and generate human language. šŸ’” Pro Tip: Think of a model as the recipe AI follows. The ingredients are the data, and the training process is the cooking. Better data and training = a smarter model Visit the Classroom for more AI Terms.
šŸ“’ AI Terms: Model
3 likes • Dec '25
Consistency = the hidden main ingredient.
AI Terms Daily Dose: Limited Memory AI
Level: Foundational Category: Widely Known Types of AI This term is part of Level 1, which introduces the major types of AI people encounter in conversations about technology. Limited Memory AI bridges the gap between simple, rule-based systems and today’s more advanced learning models. šŸŖ„ Simple Definition: Limited Memory AI can use recent information or past data to make better decisions, but it does not store long-term memories the way humans do. 🌟 Expanded Definition: - Most practical AI systems today fall into this category. Limited Memory AI models analyze historical data—such as images, sensor inputs, or user behavior—to improve predictions and actions. - Self-driving cars, fraud detection tools, recommendation engines, and many machine learning systems operate this way. - The ā€œmemoryā€ is not human-like; it’s temporary or engineered. These systems learn from data patterns but do not form permanent memories or general understanding beyond what they were trained on. ⚔ In Action: A self-driving vehicle adjusts speed based on the movement of nearby cars. It uses real-time observations plus learned patterns from past data to decide how to respond. šŸ’” Pro Tip: When teaching AI, Limited Memory AI is a great example of how most real-world systems work. It shows people that AI doesn’t ā€œrememberā€ everything—it learns from data, acts in the moment, and resets.
AI Terms Daily Dose: Limited Memory AI
2 likes • Dec '25
Wonderful article and hits points people should pay attention too. if you are more into this and want an advanced observation, this is fresh as of a few minutes ago because I got excited and sad in one swoop lol. I was SUPER excited to learn about getrecall.ai. Then. I was SUPER DISAPPOINT when they didn't have an api or anyway to really do what I thought it was going to do. Currently have 8Tb set up rag vector db to pre and post qualify to keep context regrouping in 200k or sub under on tokens and trigger a re contexting window at 190k to give room to document before exit or context window locks up and cant read earlier slices. Stupid design and no idea what to do about it. that's the challenge I have now isn't content it's engaging and FINDING with meaning since before ai it was crap like google = matching and with ai it's search = MEANING and it's driving me nuts we have this powerful crap and yet I can't harness it and hit limits instantly compared to others. Like for example, I was simply trying to extract meaning from the world as will and representation, specifically volume 1 because I want to interact with the data to learn faster. It flipped out so I have to sectio off the book to understnad each section but it doesn't have the whole picture.... Ahh my brain is a mood tonight.
šŸŒ€ The Quick Quip — Why AI Makes You More Valuable
šŸŒ€ The Quip: ā€œAI won’t take your job — but someone using AI might.ā€ ✨ Why It Matters AI isn’t here to replace people — it’s here to amplify them. Those who learn to use AI don’t become less relevant; they become the people others rely on. AI boosts your clarity, your speed, and your output — not your competition’s. Careers aren’t being eliminated; they’re being reshaped around those who embrace new tools. When you add AI to your skillset, you don’t disappear — you stand out. ✨ Real Story of the Week Source: Success.com Article: ā€œNew Research Shows Daily AI Users Earn More and Advance Fasterā€ Published: December 2025 URL: https://www.success.com/daily-ai-users-career-research/ Success.com reported on PwC’s latest workforce study showing that employees who use generative AI every day are earning more and advancing their careers faster than peers who don’t. Daily AI users consistently reported higher income growth, faster skill development, and greater responsibility at work. This wasn’t a story about AI replacing jobs — it was a story about AI elevating the people who embrace it. ✨ How AI Bits & Pieces Can Help Inside this community, we help you turn AI into your everyday advantage: - Daily AI Terms that build literacy one small insight at a time - Classroom lessons that teach simple, practical workflows - Pro Tips showing how AI works in real jobs - Ready-to-use prompts that save hours of guesswork - Member examples proving that small AI habits create big results AI becomes powerful when you know how to use it — and we teach you how. ✨ Takeaway AI doesn’t diminish your value — it multiplies it. The people who use it gain the advantage. ✨ AI Bits and Pieces Helping people and businesses adopt AI with confidence.
6 likes • Dec '25
what I tell everyone. I start my day at 100mph now. Log in, command center up SKool launched, ides up, Claude code up, small rack on and boom. Wakes in seconds. The previous night? Everything auto documented using custom tools scraping ocr because I know no other way yet and it works lol, lazy. This allows a person to grow fast! When you can focus on the deep work, you can find your life’s work. Today, I found my life’s work and now my life’s work will be my life. Crazy to think about but true. Ai helped me get to this thought. 1072 hours of h100 rental time running scenarios to figure out my thing. It found nothing, but what it connected was my ability to connect people to each other. Ai didn’t give me anything I didn’t already know but it triggered my mind to bring me here and to help wonderful community leaders such as yourself figure out a way to make Members feel seen, heard and understood, and part of something bigger. Ok rant over but I mean all of it :)
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Nicholas Golden
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Joined Dec 6, 2025
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