{"slug": "show-hn-anti-slop-ui-a-deterministic-state-machine-to-stop-ai-hallucinations", "title": "Show HN: Anti-Slop UI – A deterministic state-machine to stop AI hallucinations", "summary": "A developer released Anti-Slop UI, a deterministic 50-layer state-machine architecture designed to force large language models to generate premium, expert-level interfaces with zero hallucination. The framework prevents context degradation by routing LLMs through a 5-step state machine and is ready for instant deployment in Cursor, Claude, or Antigravity.", "body_md": "A deterministic, 50-layer state-machine architecture that forces LLMs to generate premium, expert-level interfaces. Zero hallucination. Zero slop.\n\nPrevents context degradation by forcing the LLM through a 5-step state machine.\n\nAbsolutely no 8px rounded corners unless explicitly demanded by the Design School.\n\nReady to drop into Cursor, Claude, or Antigravity for instant deployment.\n\nIf this framework saves you hours of UI prompting, consider donating via USDT (TON Network):\n\n`UQBEJwLa4EGPRmUKw4O1i9d_JjJGmjkJ2myqR5lborzgceT-`", "url": "https://wpnews.pro/news/show-hn-anti-slop-ui-a-deterministic-state-machine-to-stop-ai-hallucinations", "canonical_source": "https://local-over.github.io/Anti-Slop-UI/", "published_at": "2026-07-30 22:49:31+00:00", "updated_at": "2026-07-30 23:23:37.219936+00:00", "lang": "en", "topics": ["ai-tools", "developer-tools", "large-language-models", "ai-safety"], "entities": ["Anti-Slop UI", "Cursor", "Claude", "Antigravity"], "alternates": {"html": "https://wpnews.pro/news/show-hn-anti-slop-ui-a-deterministic-state-machine-to-stop-ai-hallucinations", "markdown": "https://wpnews.pro/news/show-hn-anti-slop-ui-a-deterministic-state-machine-to-stop-ai-hallucinations.md", "text": "https://wpnews.pro/news/show-hn-anti-slop-ui-a-deterministic-state-machine-to-stop-ai-hallucinations.txt", "jsonld": "https://wpnews.pro/news/show-hn-anti-slop-ui-a-deterministic-state-machine-to-stop-ai-hallucinations.jsonld"}}