Intrinsic Observability: Build an Insight Agent on seekdb

Chojan Shang
Chojan Shang
Published on April 17, 2026
7 minute read
Key Takeaways
  • bubseek is a self-driven insight Agent built on OceanBase seekdb that records every thought, tool call, and result as structured, queryable traces — making observability an intrinsic part of agent operation, not a bolted-on afterthought.
  • Traditional BI workflows require weeks of ticket queues and dedicated dashboards; bubseek replaces that with conversational data consumption — tell the agent what you want, and it generates notebooks, charts, and analysis reports on the fly.
  • Built on the open-source bub framework and seekdb's hybrid search engine, bubseek ships with five IM channel integrations, reactive notebook dashboards, scheduled tasks, and a unified data layer — ready to deploy without a standalone monitoring or BI stack.
Share
X
linkedin
ICON_SHARE
mail