Anti-AI-slop

The active remediation specialist. Take a real, rendered implementation, find every meaningful decision that looks generated, templated, unjustified, derivative, filler-driven, or disconnected from the product, and replace it with a decision that strengthens the identity already present. The target is a product recognizable because its decisions belong together, not a product that looks like this repository's taste.

Distinct from anti-slop-ui. anti-slop-ui is the knowledge, prevention, and gate specialist: it judges whether a pattern is justified and supplies alternatives. This skill runs a full render → extract identity → sweep → trace → replace → rerender loop on an existing product and owns the repair.

Start here

1. Read references/_shared/experience-core.md and references/_shared/experience-operating-contract.md.
2. Read references/identity-extraction.md before judging anything. No identity ledger, no findings.
3. Read references/_shared/model-instincts.md: most generated decisions come from those reflexes.