Turn Slack and Linear tasks into PRs and fix CI
Cloud Agents are hitting escape velocity, and the teams that figure this out first are going to pull away fast. Task: Cognition engineers integrate Devin into Slack, Linear, and GitHub to handle coding tasks. Users tag @Devin with requests or attach screenshots, prompting the agent to analyze the codebase and generate Pull Requests. Devin Review organizes diffs and automatically fixes CI/lint errors until checks pass. Engineers retain control by reviewing and merging the resulting PRs, while non-technical staff can contribute via chat without Git knowledge.; tools: Devin. Human role: The original post does not say how a person stayed involved.; limitations: The source is a first-person account from a Cognition employee, which may introduce bias. It does not detail costs, latency, or failure rates for the agent. Human review is mandatory for merging PRs. The workflow assumes existing integration with Slack, Linear, and GitHub, and relies on Devin's ability to correctly interpret natural language prompts and code context..
Tools
Published on Agent Work Atlas:
Overview
Cloud Agents are hitting escape velocity, and the teams that figure this out first are going to pull away fast.
Workflow
Cognition engineers integrate Devin into Slack, Linear, and GitHub to handle coding tasks. Users tag @Devin with requests or attach screenshots, prompting the agent to analyze the codebase and generate Pull Requests. Devin Review organizes diffs and automatically fixes CI/lint errors until checks pass. Engineers retain control by reviewing and merging the resulting PRs, while non-technical staff can contribute via chat without Git knowledge.
Reported result
The team reported merging 659 Devin-generated PRs in one week, a significant increase from their previous best of 154. The workflow shifted the bottleneck from writing code to reviewing it. Specific success rates for individual tasks or error reduction metrics are not provided in the source, only the aggregate volume of merged PRs.
Human role
The original post does not say how a person stayed involved.
Limitations
The source is a first-person account from a Cognition employee, which may introduce bias. It does not detail costs, latency, or failure rates for the agent. Human review is mandatory for merging PRs. The workflow assumes existing integration with Slack, Linear, and GitHub, and relies on Devin's ability to correctly interpret natural language prompts and code context.
Try it
Act as a DevOps engineer setting up an AI coding assistant. I want to implement a workflow where team members can request code changes via Slack, which an agent (like Devin) converts into Pull Requests. 1. **Context**: Our team uses [Slack/Teams] for communication and [GitHub/GitLab] for version control. We want to reduce friction for non-engineers reporting bugs or requesting minor doc updates. 2. **Task**: Draft a step-by-step implementation plan for integrating an AI coding agent. 3. **Steps**: - Define how users will tag the agent in chat (e.g., @Devin). - Specify the agent's actions: analyze request, search codebase, create PR. - Outline the review process: how humans approve/merge. - Include safeguards: prevent auto-merge, require human sign-off. 4. **Output**: A concise guide with prerequisites, workflow diagram description, and a sample prompt for the agent. 5. **Validation**: Before full rollout, run a dry test on a non-critical repo with one simple bug fix request. Confirm the PR is generated correctly and CI passes. Do not proceed to production until this test is verified by a senior engineer.
Source reports are not independently verified. Publication date is the catalog publication date, not the original article date.