How Hindsight's reflect() call caught two outages the author had forgotten while adding memory to an incident-response agent

A write-up describing an LLM-based incident response agent that uses post-incident hindsight to learn, aimed at avoiding repeat outages like repeated payment gateway failures. The excerpt only shows the motivation; the Medium post details the build.

Products·building

MemorySec: open-source incident-response agent with long-term memory of past incidents

MemorySec is an open-source incident-response agent that stores how past incidents were resolved as structured memory and recalls it when analyzing new ones. It uses Hindsight as its long-term memory layer, capturing attack pattern, root cause, remediation, outcome, and analyst feedback. It targets security teams whose agents otherwise start from zero on every new incident.

MemorySec is an open-source incident-response agent that stores how past incidents were resolved as structured memory and recalls it when analyzing new ones. It uses Hindsight as its long-term memory layer, capturing attack pattern, root cause, remediation, outcome, and analyst feedback. It targets security teams whose agents otherwise start from zero on every new incident.

Hindsight is an incident-response agent that uses a memory layer to retain and apply knowledge from past production incidents when diagnosing new ones. It helps incident responders by recalling previous root causes, effective fixes, failed approaches, and operational observations, improving diagnosis and resolution.

Products·concept

Incident response agent that learns from past incidents using Hindsight memory

A concept write-up describing an LLM-powered incident response agent integrated with Hindsight so it remembers which remediation steps actually worked in past incidents. The post explains the idea and design but shows no running product or code.

A concept write-up describing an LLM-powered incident response agent integrated with Hindsight so it remembers which remediation steps actually worked in past incidents. The post explains the idea and design but shows no running product or code.

Products·launched

ResolveIQ: incident-response agent with persistent memory for diagnosing production incidents

ResolveIQ is an experiment testing whether persistent memory improves an LLM incident-response agent's diagnosis of production incidents. The agent recalls previous incidents via the Hindsight memory layer, uses them as evidence while investigating a new incident, and retains useful experience afterward. It targets on-call engineers and SRE teams evaluating memory-augmented agents.

ResolveIQ is an experiment testing whether persistent memory improves an LLM incident-response agent's diagnosis of production incidents. The agent recalls previous incidents via the Hindsight memory layer, uses them as evidence while investigating a new incident, and retains useful experience afterward. It targets on-call engineers and SRE teams evaluating memory-augmented agents.