Mendel.ai’s Post

AI isn’t about replacing workers—it’s about making teams more effective. Startups Magazine has published an important article by Karim Galil, M.D. on how AI should augment how employees work together, not just automate tasks. Three key takeaways: 🔹 Why AI Fails: The Workflow Problem "Workflows—not individuals—define productivity. AI should be built to optimize team execution, not replace workers. Otherwise, we risk slowing teams down instead of helping them scale." 🔹 AI That Understands, Not Just Generates "LLMs hallucinate, retrieval-augmented generation (RAG) struggles with context, but neuro-symbolic AI bridges the gap—bringing structured reasoning to unstructured data at scale." 🔹 AI That Actually Works at Scale "Neuro-symbolic AI delivers real-world impact, outperforming LLMs and RAG in precision and recall—at fixed costs per query. That’s how AI scales without breaking the bank." As AI adoption grows, leaders must focus on optimizing team workflows, reducing cognitive burden, and ensuring AI actually improves productivity. 💡 What do you think—are companies asking AI to solve the wrong problems? #AI #Workflows #Productivity #NeuroSymbolicAI #Leadership

  • No alternative text description for this image

To view or add a comment, sign in

Explore content categories