The problem
Parallel AI-assisted delivery needs clear ownership and a way to prevent an unreviewed change from entering shared work.
AI-native delivery system
Paired lifecycle tools define what gets built and control how it is implemented, reviewed, integrated, and released, with isolated worktrees and acceptance gates.
Parallel AI-assisted delivery needs clear ownership and a way to prevent an unreviewed change from entering shared work.
An orchestrator reads ready work, checks scope and dependencies, assigns bounded tasks, and sends each developer into a separate Git worktree. A separate reviewer checks the completed revision before integration.
File ownership, worktree isolation, review-remediation cycles, acceptance gates, durable checkpoints, and fail-closed policy handling keep the lifecycle explicit rather than trusting an agent summary as proof.
Only verified revisions reach the integration branch. Release remains a separate, authorized gate with validation and checksum-backed versioned releases.


Custom license for LearnStack OS members
Model and effort routing
Release validation and checksums