---
title: "How River takes security work from a fix to merge | Papers With Code Cyber"
description: "Shopify describes River, a Slack-based agent that takes a finding through patch generation, ownership review and merge."
canonical: "https://paperswithcode-cyber.com/paper/318"
type: "paper"
---

# How River takes security work from a fix to merge

External resource · 318 · 2026-09-02

Authors: Erin Son, Kaiyi Li

## Abstract

Shopify describes River, a Slack\-based agent that takes a finding through patch generation, ownership review and merge\.

## Tasks

- [Vulnerability repair](https://paperswithcode-cyber.com/tasks/cyberintel-repair)

## Organizations

- [Shopify](https://paperswithcode-cyber.com/orgs/shopify)

## Paper resources

- [Source](https://shopify.engineering/river-vulnerability-remediation)