Shipping 2.1x More PRs Using Claude and Linear Automation Stack
jeremystan · x · 2026-08-23
The author achieved a 2.1x increase in weekly PR output for a large-scale ML project by combining Claude, Linear, and custom automation tools.
Core Toolchain:
- fable: Planning and orchestration.
- Linear: Shared state and dependency management.
- dispatcher: Automation dispatcher.
- Claude: Code implementation.
- worktrees/cmux: Isolation and review surfaces.
Workflow:
- Sessions create Linear tickets. The planning session sets strategy, grooms the backlog, and promotes tickets to TRIAGED.
- The author reviews and drags them to TODO for execution.
- The dispatcher polls for tickets, launches sessions, and presents an HTML plan for approval.
- The author is notified again when the PR is green with a confidence estimate.
- The dispatcher handles Git state sync, auto-resolves CI failures, and runs queued experiments automatically.
The author now focuses solely on reading, feedback, and merging.
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