Value-Sensitive Delegation in Everyday AI Agent Use: Evidence from OpenClaw
Study of 73,093 Reddit posts finds OpenClaw users value oversight conditions as much as outputs.
Using Value Sensitive Design and LLM-assisted coding, researchers analyzed 73,093 first-person Reddit posts about the OpenClaw AI agent. They identified 21 human values in six groups, including dependable and affordable operation, bounded reach, reviewability, and equitable access. Values clustered around the conditions users set for a run rather than the agent's outputs. Reported values were usually met for delivered work but mostly unmet when users described supervision.
- 73,093 first-person Reddit posts about using OpenClaw
- Twenty-one values grouped into six clusters
- Values clustered on run conditions rather than outputs
- Met for delivered work; mostly unmet during supervision
Full article150 words · extracted from arxiv.org · click to collapse
Users increasingly delegate work to autonomous AI agents, yet evaluations typically measure task completion rather than the values users prioritize. Using Value Sensitive Design, we analyzed, with LLM assistance, 73,093 first-person Reddit posts about using OpenClaw, each for its human value, agent aspect, value fulfillment, and user outcome. The 21 values form six value groups, including Autonomous, Dependable, and Affordable Operation, Bounded Reach, Reviewability, and Equitable Access. Relative to each aspect's corpus share, values clustered not at the agent's outputs but at the operating conditions users set around a run. Values were usually met where users described what the agent delivered, in five of six groups, and mostly unmet where users described supervising it, in all six groups. We conceptualize this pattern as value-sensitive delegation. Supporting human values requires attention not only to what an agent accomplishes, but to the conditions users set around delegation, including cost, access, and oversight.
Text extracted automatically; images, tables and formatting may be missing. Original: https://arxiv.org/abs/2609.22067