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Our experiment ran from February to July 2024, involving 344 participants (both undergraduate and graduate students from Central and South Asian universities and senior executives at a South Asian bank) and GPT-4o, a  contemporary large language model (LLM) created by OpenAI. Participants navigated a gamified simulation designed to replicate the kinds of decision-making challenges CEOs face, with various metrics tracking the quality of their choices. The simulation was a coarse-grained digital twin of the U.S. automotive industry, incorporating mathematical models based on real data of car sales, market shifts, historical pricing strategies and elasticity, as well as broader influences like economic trends and the effects of Covid-19. (Disclosure: The game was developed by our Cambridge, England-based startup, Strategize.inc).

Players made a slew of corporate strategy decisions through a game interface, on a per round basis. Each round represented a fiscal year, and this structure enabled participants to tackle strategic challenges over several simulated, interlinked years. The game thus had over 500,000 possible decision combinations per round and no fixed winning formula. The goal of the game was simple — survive as long as possible without being fired by a virtual board while maximizing market cap. The former is determined by a group of unique key performance indicators (KPIs) set by the board and the latter being driven by a combination of sustainable growth rates and free cash flow. This objective served as a realistic proxy for measuring real-world CEO performance.

After the human participants completed their turn, we handed control over to GPT-4o. We then benchmarked GPT-4o’s performance against four human participants — the top two students and two executives. The results were both surprising and provocative, challenging many of our assumptions about leadership, strategy, and the potential role of AI in decision-making at the highest levels of business.

AI Can (Mostly) Outperform Human CEOs
https://hbr.org/2024/09/ai-can-mostly-outperform-human-ceos



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Our experiment ran from February to July 2024, involving 344 participants (both undergraduate and graduate students from Central and South Asian universities and senior executives at a South Asian bank) and GPT-4o, a  contemporary large language model (LLM) created by OpenAI. Participants navigated a gamified simulation designed to replicate the kinds of decision-making challenges CEOs face, with various metrics tracking the quality of their choices. The simulation was a coarse-grained digital twin of the U.S. automotive industry, incorporating mathematical models based on real data of car sales, market shifts, historical pricing strategies and elasticity, as well as broader influences like economic trends and the effects of Covid-19. (Disclosure: The game was developed by our Cambridge, England-based startup, Strategize.inc).

Players made a slew of corporate strategy decisions through a game interface, on a per round basis. Each round represented a fiscal year, and this structure enabled participants to tackle strategic challenges over several simulated, interlinked years. The game thus had over 500,000 possible decision combinations per round and no fixed winning formula. The goal of the game was simple — survive as long as possible without being fired by a virtual board while maximizing market cap. The former is determined by a group of unique key performance indicators (KPIs) set by the board and the latter being driven by a combination of sustainable growth rates and free cash flow. This objective served as a realistic proxy for measuring real-world CEO performance.

After the human participants completed their turn, we handed control over to GPT-4o. We then benchmarked GPT-4o’s performance against four human participants — the top two students and two executives. The results were both surprising and provocative, challenging many of our assumptions about leadership, strategy, and the potential role of AI in decision-making at the highest levels of business.

AI Can (Mostly) Outperform Human CEOs
https://hbr.org/2024/09/ai-can-mostly-outperform-human-ceos

BY Кадровый Болт Генона


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Individual messages can be fully encrypted. But the user has to turn on that function. It's not automatic, as it is on Signal and WhatsApp. The gold standard of encryption, known as end-to-end encryption, where only the sender and person who receives the message are able to see it, is available on Telegram only when the Secret Chat function is enabled. Voice and video calls are also completely encrypted. Also in the latest update is the ability for users to create a unique @username from the Settings page, providing others with an easy way to contact them via Search or their t.me/username link without sharing their phone number. But Kliuchnikov, the Ukranian now in France, said he will use Signal or WhatsApp for sensitive conversations, but questions around privacy on Telegram do not give him pause when it comes to sharing information about the war. In addition, Telegram's architecture limits the ability to slow the spread of false information: the lack of a central public feed, and the fact that comments are easily disabled in channels, reduce the space for public pushback.
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