An AI business planning tool deployed in community workshops lowers barriers to capital access but requires peer support to preserve sensemaking and build collective resilience in AI use.
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2 Pith papers cite this work. Polarity classification is still indexing.
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A self-regulated GenAI contract changed thinking for 58% of 217 students but did not produce sustained behavior change because maintaining personal guidelines required ongoing self-control that many could not sustain under pressure.
citing papers explorer
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Towards Designing for Resilience: Community-Centered Deployment of an AI Business Planning Tool in a Small Business Center
An AI business planning tool deployed in community workshops lowers barriers to capital access but requires peer support to preserve sensemaking and build collective resilience in AI use.
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Self-Regulated Personal Contracts as a Harm Reduction Approach to Generative AI in Undergraduate Programming Education
A self-regulated GenAI contract changed thinking for 58% of 217 students but did not produce sustained behavior change because maintaining personal guidelines required ongoing self-control that many could not sustain under pressure.