I’ve been trying a workflow where a personal AI assistant handles task intake, and coding agents handle implementation.
In my setup, I use OpenClaw as the personal assistant layer: I can send it a voice or text note, and it turns that into a structured Markdown task card in my repo. Then VibeDeck, an open source local CLI I built, picks up those task cards, dispatches coding agents into isolated Git worktrees, and lets me review the results as PRs.
The main idea is to keep task capture, execution, and review separate:
- OpenClaw handles idea capture / task drafting - VibeDeck handles local orchestration - coding agents work inside isolated git worktree --orphan sandboxes - the main branch is never modified directly
Repo: https://github.com/quentinzhang/vibedeck
Curious how others here are handling task isolation, context handoff, and branch safety for local AI coding agents.
Happy to answer technical questions.