Set up a cloud-based 'software factory' where AI agents autonomously handle coding tasks assigned and managed through a Linear project board. This workflow turns you from a coder into an AI agent manager.
Deploy a dedicated cloud VPS (Virtual Private Server) to serve as the always-on environment for your agents. Install and configure OpenAI's open-source Symphony framework on this server.
In your Linear project board, create a new issue with a natural language description of the coding task you want the agent to perform.
clean up, pretty stable. let's remove the spread column too noisy. Let's also make the that name.Move the task from your backlog into the 'To Do' column. Symphony, which is constantly monitoring this column, will automatically spin up an agent to begin working on the task.
The agent first creates a detailed plan (a 'workpad') and then proceeds to write and modify the necessary code to complete the task.
Once the agent completes its work, it will open a pull request (PR) in GitHub, deploy a live preview on Vercel, and move the Linear ticket to a 'Human Review' column to notify you.
If the code requires changes, leave comments on the GitHub PR and move the Linear ticket to a 'Rework' column. The agent will read your feedback, address each point, and submit a new PR.
Once you are satisfied with the changes, approve and merge the PR. The agent will then move the ticket to the 'Done' column, completing the workflow.
Use an AI agent with browsing capabilities to automate the tedious process of finding valuable, underpriced collectible cards on eBay, turning hours of manual search into an automated background task.
Combine objective LLM-as-judge scores with subjective human 'taste' scores to create a final, definitive model ranking. This workflow shows you how to build a weighted index that reflects your unique priorities.
Go beyond automated metrics by performing a blind, manual 'taste test' on AI-generated content. This workflow guides you through scoring anonymized model outputs for tasks like PRD writing, design prototyping, and agentic voice.
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