Show HN: AI-Native Boilerplate – 170+ rules that stop LLMs from drifting.

Description and use

AI‑Native Boilerplate is a collection of 170+ rules that keep large language models from drifting, enabling teams to jumpstart with ready‑made workflows and standardized production recipes. Adopt it by copying the templates, validating compatibility with your dependencies, and performing a manual review before use. It’s suitable for prototypes and internal pipelines, though production use should include checks for maintenance and updates.

Use in a workflow

Show HN: AI-Native Boilerplate – 170+ rules that stop LLMs from drifting. helps teams reuse working workflows and production presets instead of rebuilding them.

• start from reusable workflows
• standardize production recipes
• share repeatable setups with a team

Limitations and review notes

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.