How MamiLens ranks useful configuration knowledge

Configuration Utility Rank, or CUR, is a transparent score designed for local AI discussions. It rewards reproducible evidence and useful outcomes without allowing raw popularity to control the feed.

Signals and maximum contribution

Helpful votes

Up to 24 points

Useful replies and accepted answers

Up to 20 points

Saves

Up to 18 points

Verified evidence

Up to 12 points

Complete configuration

Up to 10 points

Freshness

Up to 10 points

Shares

Up to 8 points

Unique-view confidence

Up to 8 points using logarithmic growth

New-post discovery

Up to 8 temporary points

Open reports

Subtracts up to 35 points

Why it is different

Views grow logarithmically, so a post with thousands of views cannot permanently overpower a better technical answer. New posts receive a temporary discovery opportunity. Evidence quality, complete hardware information and accepted solutions have more influence than clicks.

Available feeds

Recommended uses CUR. Most helpful prioritizes explicit helpful votes. Newest uses publication time. Unanswered brings questions without published replies forward.

Storage policy

MamiLens preserves published text. Orphaned attachments and media belonging to rejected or hidden posts for more than 30 days are automatically removed in small batches during future uploads. Administrators can remove any attachment independently from the CMS.

Versioning

The current formula is CUR 1.0. Future changes should be versioned, documented here and evaluated for usefulness, exposure fairness, manipulation and moderation load before replacing this version.