While ai transformation will progress over time, its implementation must always be deliberate and responsible. This has led to a call for governments to expand their anticipatory capabilities to consider ai ’s future pathways. With the help of ai , supply chain operations is becoming smarter and more efficient. · our analysis shows that effective and scaled agent deployments could deliver productivity improvements of three to five percent annually and potentially lift growth by 10 percent or more. What used to be a fraught with inefficiencies,. · ai systems excel at identifying subtle patterns and trends that the human eye might overlook. · ai is driving efficiencies across the entire supply chain. · experts point out that ai can deliver significant and even revolutionary benefits, but risks could grow significantly without deliberate governance interventions. In 2025, many trading firms rely on these systems to evaluate market conditions, compare historical movements, and suggest likely price shifts. Ai agents have set the tech industry abuzz. · ai will fundamentally reshape all aspects of business and financial markets as companies use the technology to pilot intelligent, intuitive and flawless solutions. · while strategic decisions in product or market adaptation can be unpredictable in rapidly changing environments (eisenhardt and martin, 2000, mitchell et al. , 2011), our study proposes that the effects of ai -powered capabilities on armc depend on specific environmental conditions. Most organizations, however, have yet to realize meaningful value from ai generally. We need to keep humans in the loop. · when ai systems can control multiple sources simultaneously, the potential for harm explodes.

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