Software is bought like a commodity currently. AI is inverting the playbook. We’re moving from static licenses to dynamic value. It’s no longer about "owning" the code; it’s about the quality of the reasoning it produces. Reasoning layer is becoming the moat.
Intelligent workflow automation is a combination of deterministic math model accuracy ( NER, SAT-CNF, MAB, MIP ) and non-deterministic models adaptability !!
Multidisciplinary fusion of game theory ( applied math ) and Deep Learning would help build multiagent system. The game-theoretic approach enables machines to learn strategies to solve tasks in an autonomous manner.
Solving certain problems need more than 16+ hours /day at work. These long hours come out of focus and passion towards problem solving. I had many such days in my career and still cherish them. This does not mean we mandate 80+ work hours a week !!. Focus on creating meaningful work and build culture of passion/teamwork. Productivity measure is a trap.
Fulcrum amplifies the power of a lever and comes with incredible trust !!. Enterprises need to think the similar amplification with AI enabled systems.