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The limits of AI in social change

Article by John Gautam: “In systems of social change, we grapple with an enduring tension: connection versus abstraction. Connection is slow, human, and relational. It thrives on trust, listening, and collaboration. Abstraction, on the other hand, simplifies complexity into patterns, insights, and models. It is fast, scalable, and efficient.

Both serve a purpose, but they pull in opposite directions. And now, with the rise of AI tools like large language models (LLMs), this tension has reached new heights. LLMs thrive on abstraction; they reduce human interaction into data points, surface patterns, and generate outputs.

While LLMs are not intelligent in the sense of reasoning or self-awareness, they can serve as tools that reframe, rephrase, and reorganise a person’s ideas in ways that feel expressive. This can enable creativity and reflection, but let’s be clear: It’s not agency. The tool reshapes inputs but does not make meaning…(More)”.

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