Universal fingerprinting + LLM-powered design review#31

Merged

nahiyankhan merged 21 commits intomainfrom

refactor/universal-fingerprinting

Apr 15, 2026

Commits on Apr 13, 2026

Fix fingerprint detection gaps: broader token matching, filled embedding dims

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Bulletproof fingerprint detection: color parsing, normalization, semantic roles, evolution hardening, AI layer

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Ghost v2: universal AI-native design fingerprinting

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Add live integration tests for real design systems

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LLM-first pipeline: drop deterministic parsing, go fully agentic

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Explicit target prefixes: github:, npm:, path:, url:, figma:

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iOS/SwiftUI platform support: cross-platform fingerprinting

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Architecture refactor: stages, signal extractors, tool use, agent skills

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Fix signal extraction: registry CSS parsing, sampler budget, pill radii

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Fix parallel profiling: fresh agent per profile, stable interpret path

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Deterministic oklch, role-based color matching, visual-only distance

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