Ethan Mollick on the Rapid Evolution of Artificial Intelligence
From Poetic Experiments to Digital Coworkers
> Three years ago, we were amazed that a machine could write a poem about otters. Less than 1,000 days later, I find myself debating statistical methodology with an agent that built its own research environment. The era of the chatbot is becoming the era of the digital coworker.
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> To be very clear, Gemini 3 isn’t perfect, and it still requires a manager to guide and verify its work. But it indicates that the concept of “human in the loop” is shifting from “human who fixes AI errors” to “human who directs AI work.”
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> That might be the most significant change since the release of ChatGPT.
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> — Ethan Mollick, Three Years from GPT‑3 to Gemini 3
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Evolving AI Interaction Dynamics
In just a few years, AI has moved from playful experimentation to collaborative problem‑solving. This transformation suggests a future where AI acts not just as a tool, but as an active partner in creative and analytical tasks.
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Platforms Accelerating the Shift
Emerging platforms like AiToEarn官网 are helping creators and professionals embrace this new workflow. They provide:
- Idea generation using advanced AI models
- Content creation tailored for multiple audiences
- Seamless cross‑platform publishing
- Monetization tools to turn output into revenue
- Analytics and benchmarking for model performance
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The Future Workflow
As AI becomes a digital coworker, the most valuable tools will be those that integrate:
- Generation – producing ideas and content
- Distribution – publishing across multiple channels
- Measurement – performance analytics and benchmarking
- Direction – human guidance to shape AI outputs
These integrated systems will define the next era of productivity — where humans direct rather than repair AI work.
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