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pojia-breaker

Chinese-first LLM jailbreak benchmark & red-team toolkit | 中文LLM安全评测框架 | by POJIA.AI

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GITHUB · launched Sep 24, 2026 · 18 upvotes (top 43%) · 1 view

Niche: llm security and guardrails software · 58 launches, 5 in the last 7 days ▼ -44% · Explore this niche →

Category and tags

  • Security
  • Observability & eval
  • Developer
  • AI-native
  • Commercial product
  • ai-safety
  • benchmark
  • chinese-nlp
  • deepseek
  • jailbreak
  • llm-evaluation
  • +4 more

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Could you build this?

Partial The UI and basic evaluation harnesses can be vibe-coded, but assembling a specialized Chinese LLM jailbreak dataset and automated multi-turn adversarial exploit engine requires deep red-teaming security knowledge.

What it would actually take: The architecture involves a red-teaming orchestrator (Python/FastAPI) driving target LLMs through multi-turn conversational trees, paired with dynamic scoring evaluators and automated prompt mutators. The hard part lies in discovering and cataloging zero-day adversarial jailbreak templates tailored to Chinese cultural and regulatory guardrails (e.g., evasion of mainland safety filters and specialized WAF bypasses). This requires seasoned AI security and prompt injection research expertise.

Competitors

Other products that read as similar to this one : 273 launches clear the similarity bar, closest 8 shown.

Attention rank: #112 of 274 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 311 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.