Why Simple Rules Beat AI for Some Problems

Most people think AI just "trains on data" and that’s it. But the real magic lies in how it learns to make decisions in the wild. Reinforcement Learning (RL) is what turns AI from a rule-follower into a strategist, constantly experimenting, failing fast, and discovering smarter ways to achieve goals. If you’re curious about where the next wave of AI-driven business value will come from, RL is the game-changer you need to watch. Check our latest blog to learn more about it. https://lnkd.in/g4DmRAfJ #ReinforcementLearning # AIForBusiness #TechdotUs #Ai

What's fueling the excitement around scaling inference in production environments? While much focus has been on pre-training and the large systems needed to build massive models, the real challenge—and opportunity—lies in putting these models to work. It's about bridging the gap between model creation and real-world application, ensuring that these powerful tools deliver value in a production context. As one perspective notes, "We need to make use of them." It's an invitation to explore how we're unlocking the potential of these models. What strategies are proving most effective in your experience? #MachineLearning #AI #Inference #Production #DataScience #BigData

Everyone’s talking about AI. Few are asking the real question: What happens when machines give you answers, but not wisdom? At MyWeave, we believe expertise is more than data - it’s the lived experience of people who’ve made decisions, failed, learned, and refined their judgment. We’re building digital personas that don’t just predict words but preserve the reasoning of world-class experts. So you can access guidance that feels human - because it is. The future isn’t man vs. machine. It’s man with machine. 👉 Explore the vision: myweave.ai #AI #Expertise #FutureOfLearning #Innovation

"Which LLM are you using?" That's become the new "What tools do you use?" Everyone's building with AI — but most are missing the real opportunity. At GrowthX AI, we've tested GPT-5, Claude Opus 4.1, Grok 4, Gemini 2.5 Pro and others. The breakthrough isn't picking the "best" model. It's feeding them the right signals: 💬 What users actually complain about on Reddit 🔍 Questions they ask repeatedly across forums ⚡ Moments that trigger switching intent We turn behavioural signals → market insights → execution. It's not just AI tools. It's applied intelligence for GTM. #GrowthXAI #AIForGTM #LLMs #ProductStrategy #MarketIntelligence

“What if your network switch could answer technical questions instantly, right from the CLI?” This isn’t a hypothetical anymore. Agentic AI in networking is transforming how we manage infrastructure, and the results are remarkable. I’ve put together a comprehensive visual guide covering everything from deployment to real-world scenarios (attached below). If you find this useful, please like and share your thoughts in the comments - I’d love to hear about your experiences with AI in networking #NetworkEngineering #AI #AgenticOps #NetworkAutomation #DigitalTransformation #NetworkOps #ArtificialIntelligence #TechInnovation #NetworkManagement #FutureOfWork

Unlock the future of wealth management with #AI! 🤖✨ At #realinsite, Zico Kolter, Carnegie Mellon University's Head of the Machine Learning Department, shared how wealth advisors can begin integrating AI into their daily routines—right now. From embracing AI as a collaborative partner to building trust through proven performance, the path forward is clear: engage early, experiment boldly, and adapt continuously. AI is already transforming back-office operations and reshaping client experiences. The key? Thoughtful, proactive adoption—not waiting for perfection. Ready to lead the change? Discover 5 practical ways to start your AI journey today--read more and watch the full panel replay here: http://ms.spr.ly/6044siWqC

AI prompting is not magic. It’s simply input and output. Like the saying goes: “whatever you put in, that’s the quality you get out.” So instead of asking “why,” the smarter question is: how do I instruct the AI to give me the right output? That’s the real skill. That’s the future of work. At OwlphaDAO, we’re exploring this shift, equipping people to understand AI, Web3, and the digital tools that will define tomorrow’s economy. If you haven’t checked out Future of Work by OwlphaDAO, maybe now is the time. And if you’re curious, just ask me about it. #FutureOfWork #ArtificialIntelligence #Web3 #DigitalTransformation #OwlphaDAO

Most people think AI performance is about “how smart the model is.” In reality, the same AI can deliver wildly different results — all depending on how you ask. Zero-Shot, Few-Shot, and Chain-of-Thought prompting aren’t just formatting tricks; they’re powerful ways of activating the model’s reasoning. The problem? Even those who know the terms often default to just typing a quick question and hitting enter. 🚀 Two core techniques power most advanced prompting strategies: Few-Shot → Give the model examples so it can spot patterns. Chain-of-Thought → Show the reasoning process step-by-step, not just the answer. Everything from Self-Consistency to ReAct builds on these foundations. But here’s the catch: there’s no one-size-fits-all. You must balance model type, cost, speed, and accuracy for each use case. The real skill in AI isn’t “knowing the right answer” — it’s setting the stage so the AI can deliver its best answer. So… how much are you engineering your prompts, and how much are you leaving to chance? This post was created with the assistance of Generative AI. #LinkedInTips #ContentStrategy #AI #PromptEngineering #Storytelling #MarketingTips

Unlock the future of wealth management with #AI! 🤖✨ At #realinsite, Zico Kolter, Carnegie Mellon University's Head of the Machine Learning Department, shared how wealth advisors can begin integrating AI into their daily routines—right now. From embracing AI as a collaborative partner to building trust through proven performance, the path forward is clear: engage early, experiment boldly, and adapt continuously. AI is already transforming back-office operations and reshaping client experiences. The key? Thoughtful, proactive adoption—not waiting for perfection. Ready to lead the change? Discover 5 practical ways to start your AI journey today--read more and watch the full panel replay here: http://ms.spr.ly/6042sijdr

Unlock the future of wealth management with #AI! 🤖✨ At #realinsite, Zico Kolter, Carnegie Mellon University's Head of the Machine Learning Department, shared how wealth advisors can begin integrating AI into their daily routines—right now. From embracing AI as a collaborative partner to building trust through proven performance, the path forward is clear: engage early, experiment boldly, and adapt continuously. AI is already transforming back-office operations and reshaping client experiences. The key? Thoughtful, proactive adoption—not waiting for perfection. Ready to lead the change? Discover 5 practical ways to start your AI journey today--read more and watch the full panel replay here: http://ms.spr.ly/6047siULv