The biggest AI shift isn’t moving from GPT-4 to GPT-5. It’s moving from generating answers to directing intelligent systems. Software has evolved through three distinct eras: • Software 1.0: We wrote code. • Software 2.0: We trained models. • Software 3.0: We orchestrate intelligence. The competitive advantage is no longer the model alone. It comes from combining: → Context → Agents → Tools → Governance → Human Judgment The organizations that win won’t simply deploy more AI—they’ll build systems where AI can reason, execute, and operate safely under human oversight. One framework captures this shift: Models → Context → Agents → Governance → Human Judgment As AI execution becomes abundant, judgment becomes the scarce resource. That’s the new stack. What layer do you believe will become the biggest competitive advantage over the next three years? #ArtificialIntelligence #AgenticAI #SoftwareEngineering
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