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I Gave My SRE Agent a Memory With Hindsight

Most incident-response agents can analyze an outage. The harder question is: what happened the last time we tried that fix? While building IncidentIQ, I wanted my incident agent to do more than analyze the current logs. I wanted it to remember previous incidents, understand which fixes worked, which failed, and which were only temporary, and use that experience when recommending what to do next.…

IncidentIQ is an incident-response system that aims to provide SRE agents with historical context when dealing with critical incidents. The system uses a persistent memory layer called Hindsight to store and recall past incidents and their resolutions, enabling the AI to learn from previous experiences. Instead of starting from scratch for every incident, IncidentIQ retrieves relevant past incidents, actions, and outcomes to inform its recommendations.

This feedback loop allows the system to continuously improve its decision-making process by learning from successful, failed, and temporary resolutions. The architecture consists of a React frontend, a FastAPI backend, Hindsight for persistent memory, and Groq for AI reasoning. The backend handles memory recall and retention, while the frontend interacts with the user.

By integrating historical data into the incident resolution process, IncidentIQ seeks to enhance the effectiveness of incident management.

Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.

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