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So the magnitude of your contribution is judged, in a very real sense,
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Not in the "everything runs locally" sense (but maybe?). In the sense that your data, your context, your preferences, your skills, your memory — lives in a format you own, that any agent can read, that isn't locked inside a specific application. Your aboutme.md works with your flavour of OpenClaw/NanoClaw today and whatever comes tomorrow. Your skills files are portable. Your project context persists across tools.
The trade-off is ecosystem maturity and training data. Gleam is young. Libraries are fewer. Agent-generated code needs more correction on the first pass. That gap is closing as training data grows.
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Check whether you already have access via your university or organisation.
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