# Improvement Proposals

Store proposed AI system improvements here before changing upstream-managed rules.

## Naming

Use a stable filename such as:

`YYYY-MM-DD-short-title.md`

## Scope

Each proposal must declare one of:

- `local-only`
- `project-only`
- `upstream-candidate`

## Workflow

1. Create a proposal from `../improvement-proposal-template.md`.
2. Record the lesson and evidence.
3. Wait for Product Owner approval.
4. Apply the change to the correct ownership layer.
5. Record durable approved results in `../learning-log.md`.