Every engineering team has a version of this story.
It’s 2 AM. Redis is down. The on-call engineer opens Slack, searches “Redis ECONNREFUSED”, scrolls through 847 messages, finds a thread from eight months ago, tries to understand what Arjun did that night, realizes the thread is incomplete, opens three runbooks, finds nothing specific, and spends 45 minutes figuring out something the team has already solved twice before.
We solved this. Not by writing better runbooks. Not by enforcing better documentation culture. By giving our AI agent a memory.
The Problem Isn’t Knowledge. It’s Recall.
Every engineering team already has the knowledge to fix most of their incidents. It lives in Slack threads, closed tickets, post-mortems, and the heads of senior engineers. The problem is retrieval — getting the right knowledge to the right person in the first 60 seconds of an incident.
