KB Injection Demo

Same model. Same prompt. Different knowledge.

A $0 CPU coder model (Qwopus 3.5 9B with MTP speculative decoding) writes code side-by-side — raw output vs output enhanced with curated patterns from the 1610-entry Knowledge Base.

demo-llm alias · powered by OpenRouter
1610 curated patterns
Free tier model
Cloud inference
Without KB
Raw Qwopus 9B

Raw model output

No knowledge base
Estimated Quality
With KB Injection
+1610 Patterns

KB-enhanced output

1610 curated patterns injected
Patterns Injected
    Estimated Quality