Coordinate iterative AI development with independent code review until acceptance criteria are met.
npx skills add https://github.com/PolyArch/humanize --skill humanize-polyarch
Please help me install this Agent Skill. Skill: humanize Source: https://github.com/PolyArch/humanize/tree/main/skills/humanize Command: npx skills add https://github.com/PolyArch/humanize --skill humanize-polyarch
Humanize addresses the challenge of delivering complex software through iterative collaboration between AI agents, enabling one AI to implement plans while another AI provides independent reviews to surface issues early.
Run the RLCR loop setup with a plan file to start the iterative development and review process.
High-intent search queries and answers about installing and using this skill.
Iterative AI development with independent code review starts by providing a plan file to initiate the RLCR loop, which coordinates one AI for implementation and another for review. This cycle continues until acceptance criteria are met.
Generating a structured software development plan from a rough draft is supported directly. The workflow enforces plan generation from initial ideas before entering the phase-based implementation and code review steps.
Automating software quality gating during AI implementation is handled through stop-and-gate finalization. The system automatically gates and finalizes phases based on independent review feedback and automated summaries.
End-to-end software project management works with iterative AI agents by applying a structured RLCR loop. This approach guides multiple implementation and review iterations specifically for complex projects requiring rigorous execution.
The RLCR loop handles defect detection by using a second, independent AI to review the work of the implementing AI. This two-phase cycle of implementation and code review surfaces issues early and repeats until acceptance criteria are satisfied.
GenerativeAgentsGenerate a review-ready PRD from initial-requirements.md using the PRD template.
thingpersonAutomates end-to-end deployment to Vercel from a Git main branch.
cxnaiveAutomate pre-commit code verification with static security analysis and regression checks.
tc9011Dispatch independent subagents to execute implementation plans with two-stage review.
