Skip to content
AI News HubLIVE
More
In-site rewrite1 min read

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

Summary

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

The correction channel is not available yet. You can copy the article reference below for later.

Correction instructions
Read article

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.

Key points and analysis

Article intelligence

EngineersIntermediate

Key points

  • Multi-layered routing forces LLM through 5-step state machine to prevent context degradation.
  • Strict determinism: no 8px rounded corners unless explicitly requested by the Design School.
  • Ready for instant deployment in Cursor, Claude, or Antigravity.

Highlights and analysis are generated automatically and may contain errors. Check the original source.