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Show HN: Anti-Slop UI – A deterministic state-machine to stop AI hallucinations

Anti-Slop UI is an enterprise framework that prevents context degradation in LLMs using a 5-step state machine, ensuring strict determinism in UI generation. It can be deployed in AI agents like Cursor, Claude, or Antigravity.

SourceHacker News AIAuthor: hassan-elkady

Anti-Slop UI | Enterprise Framework

Multi-Layered Routing

Prevents context degradation by forcing the LLM through a 5-step state machine.

Strict Determinism

Absolutely no 8px rounded corners unless explicitly demanded by the Design School.

Global AI Skill

Ready to drop into Cursor, Claude, or Antigravity for instant deployment.

Support the Development

If this framework saves you hours of UI prompting, consider donating via USDT (TON Network):

UQBEJwLa4EGPRmUKw4O1i9d_JjJGmjkJ2myqR5lborzgceT-

Copy this magic prompt into your AI agent (Cursor, Claude, or Antigravity) to initialize the framework.

Please run this exact command to clone the Anti-Slop UI framework: git clone https://github.com/local-over/Anti-Slop-UI.git. Then, read the Anti-Slop-UI/README.md file and copy the contents of Anti-Slop-UI/public-skills/SKILL.md into your global skills configuration or workspace instructions to cure AI UI slop.