public-artifact · project evidence
Kairos
A contextual bandit for bookmark surfacing that learns when to interrupt, not only what matches.
Rohit Nair's contribution
Designed and built the retrieval, context, policy-learning, evaluation, observability, web, and MCP surfaces.
Atomic evidence
Claim · public-artifact
Rohit created Kairos, an open-source contextual bandit for surfacing saved knowledge at useful moments.
The public repository documents ingestion, contextual ranking, Thompson-sampling feedback loops, LLM observability, and MCP interfaces.
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