How I run autonomous coding agents from my phone with OpenAI Symphony + Linear

2026-07-06 · Source: How I AI · Field: Technology & Digital — Artificial Intelligence & Machine Learning, Software Development & Engineering, Robotics & Autonomous Systems · Depth: Intermediate, extended

Summary

Alessio Finelli, founder of Kernel Labs, demonstrates an autonomous AI agent management system leveraging OpenAI Symphony and Linear to automate engineering tasks and real-world business operations. His setup, running on a Zoo VPS (32GB RAM, four cores), uses Symphony to monitor Linear issues, generate Codex workpads, manage pull requests, and track token consumption, enabling remote oversight from mobile devices. This workflow allows for efficient, hands-off code development and review. Finelli also applies AI to his Pokémon card trading business, automating the sourcing of PSA certificates for cards over \$1,000, identifying underpriced items, and providing real-time pricing at trade shows. This approach highlights AI's potential for small business creation by scaling operations that involve complex, heterogeneous data.

Key takeaway

For AI Engineers or Entrepreneurs seeking to scale operations, recognize that AI agents are evolving beyond simple prompting to autonomous management. Your teams can significantly boost productivity by implementing orchestration frameworks like OpenAI Symphony with Linear, enabling remote oversight of complex coding tasks and real-world data processing. This shift allows for automating previously inefficient, data-heavy business processes, such as real-time inventory pricing, fostering new small business opportunities and improving operational efficiency.

Key insights

Managing AI agents, not just prompting them, enables scalable autonomous task execution for coding and real-world business.

Principles

• Shift from agent prompting to agent management.
• Host agents in cloud VPS for remote oversight.
• Track token usage to optimize agent efficiency.

Method

Integrate Linear issues with OpenAI Symphony on a cloud VPS. Symphony creates Codex workpads, manages PRs, and tracks token usage, allowing remote task direction and review.

In practice

• Set up Symphony + Linear for autonomous code development.
• Automate data extraction for inventory management.
• Apply AI for real-time pricing in physical commerce.

Topics

• Autonomous Agents
• AI Orchestration
• Software Development Automation
• Small Business AI
• Real-time Pricing
• OpenAI Symphony

Best for: AI Architect, AI Engineer, Entrepreneur, Director of AI/ML

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Editorial summary, takeaway, and curation by AIssential. Original article published by How I AI.