What problem does it solve?
It removes communication issues in text that block comprehension, helping AI and human readers understand intent and produce better outputs without rewriting for preference.
Core Features & Use Cases
- Clarity-focused editorial fixes: Identifies comprehension-impeding issues (not stylistic preferences) and provides minimal revisions.
- Structure preservation: Keeps existing document structure intact while improving only phrasing clarity.
- Safe handling of markup: Skips code blocks, frontmatter, and structural markup so only prose is evaluated.
- Deduplicated reporting: Consolidates repeated issues into one entry with locations, avoiding noisy, conflicting edits.
- Uncertainty handling: Uses questions when a definitive fix isn’t clear, rather than making risky changes.
- Use case: Prepare a feature spec, decision note, or documentation section so an agent can act correctly on what the text actually means.
Quick Start
Ask an AI to run the harness editorial review on the provided text content and return a three-column table of original text, revised text, and change rationale.