Maintaining an organizational knowledge graph with an LLM and event sourcing
Maintaining an organizational knowledge graph with an LLM and event sourcing
Organizations are surprisingly good at forgetting.
Decisions are made on calls, insights get buried in Slack threads, and a month later no one remembers why things are the way they are.
At Arkency, I had a feeling that some things slip away from us too from time to time.
Weekly calls, ad-hoc meetings, our book clubs, Slack discussions, GitHub mentions, e-mail inbox - we could use some support in organizing all those signals.
Then Ruby Community Conference 2026 happened in March.
In Kraków, Obie Fernandez showed some parts of his NEXUS system.
He had already described it on his blog back in January, but the…














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