Developer Tools / Code Assistant

Semantic Overlays

Live demo of a prompt-injection defense for LLMs using per-position semantic overlays. The page shows how marked spans can be treated as untrusted while the base model stays frozen, with interactive examples for retrieved text, hidden instructions, language marking, and request-scoped overlays.

Clear24/30
Useful22/30
Specific18/20
Complete18/20
Semantic Overlays screenshot

Why it was accepted

The snapshot clearly presents an AI-adjacent developer tool with a concrete purpose: protecting LLMs from prompt injection by adding semantic overlays to a frozen model. It includes multiple live examples, explanatory headings, and enough visible behavior to support a useful directory listing.

Weakness

The page does not show a deeper technical doc set, installation steps, API details, or source links, so visitors cannot tell how to try it beyond the live demo or how to integrate it into their own stack.

Review status

9 days ago #1274 ↓ -2

Last evaluated 9 days ago. Current rank #1274. Down 2 spots in the rankings.

Score history

82

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