Spend leftover AI quota on reviewable PRs
RemainderBot uses a founder's goals and task lists to write PRs with spare Claude and Codex quota, producing 111 PRs including call prep and prototypes.
One developer's build log of an almost fully self-hosted, sandboxed agentic pipeline for producing software.
One developer's build log of an almost fully self-hosted, sandboxed agentic pipeline for producing software.
The author put Hermes, an agent using Codex, on a spare eBay PC with no inbound internet access. The box ran Coolify, Forgejo, self-hosted Firecrawl and Tailscale. One prompt asked for a calorie-tracking SvelteKit app. The agent created the repo, wrote the code and tests, fixed CI failures, and deployed the app with its own Postgres.
It reached a deployed app with no further prompts. One CSRF bug turned up on first use, and a single follow-up prompt got it diagnosed, fixed, covered by regression tests and redeployed.
The only specific ongoing cost is a £20 Codex subscription. The sandbox is not harmless: the agent can still wipe the box and misuse any keys you give it.
Help me design a sandboxed pipeline where coding agents build [project idea] inside Docker containers with no access to my personal files or credentials. Write the container setup, a task queue folder, and a script that runs one agent on one task and saves the result as a branch. Finish when I can run one example task end to end, and show me the plan before running anything that touches the network.
RemainderBot uses a founder's goals and task lists to write PRs with spare Claude and Codex quota, producing 111 PRs including call prep and prototypes.
A Cursor Projects coordinator agent delegates to sub-agents, watches new PRs and production bugs, spins up agents to fix issues, and surfaces questions to the user.
Ran a Cursor agent continuously for 24 hours to build a project management tool; the app fully works but is not production ready.