devlyn:auto-resolve

Automating an end-to-end software delivery pipeline without human intervention requires orchestrating build, evaluation, fix, and documentation phases. This skill runs a hands-free, multi-phase workflow that automatically builds, evaluates, fixes, simplifies, reviews, and documents implementation tasks from start to finish.

An autonomous multi-phase build and evaluate pipeline is an automated process that spawns phase-specific subagents to handle building, evaluation, and fixes. It orchestrates these phases sequentially, managing file handoffs to ensure deterministic, reproducible results across the entire software delivery lifecycle.

Routing specific pipeline phases to different models like Claude or Codex is supported through cross-model orchestration. The pipeline can auto-route individual phases to the preferred model, enabling optional security and quality checks during the automated build and evaluation process.

Generating reproducible audit reports for automated code changes is handled automatically during the pipeline's documentation phase. The workflow produces audit-ready outputs, including detailed changelogs and reports, ensuring reproducible results for audit and handoff scenarios after the build and review phases complete.

The auto-resolve pipeline works for continuous integration and delivery tasks by automating the full implementation lifecycle. It coordinates build, evaluation, fix loops, simplification, and governance in a single command, making it suitable for zero-human-intervention execution from task description to finished work.

Limitations of fully automating software delivery pipelines with autonomous agents include the reliance on phase-specific subagents for deterministic results and the need for cross-model orchestration setup. Complex edge cases may require manual intervention if the automated fix loops cannot resolve evaluation failures.