> 1) What AI subscriptions are you personally paying for? (Claude, ChatGPT/Codex, Cursor, etc)

None. I've used Claude and GitHub Copilot in the past.

> 2) Are you using models outside (or instead) of those subscriptions? For example, pay-as-you-go APIs, OpenRouter, or locally hosted models.

I'm currently using Qwen3.8-Flash-Next on local hardware.

> 3) What coding harnesses and interfaces are you using? Are you sticking with the default CLIs or IDE integrations, or using alternatives like OpenCode, Pi, Aider, Muse Code, or custom-built harnesses?

I occasionally use Cline in VS Code, but it's rare.

> 4) Are you using any agent orchestration or swarm tools?

No.

> 5) Are you using broader agent platforms like OpenClaw / Hermes Agent / Grok bot / Dots / Muse?

I built custom agents on top of RubyLLM. I primarily communicate with them via email. One of them has access to a Redmine project board where it can pick up tasks and complete assignments. That agent also has non-sudo access to a sandbox container for development.