Neural Fabric · Recognition Engine

Beyond Retrieval

RAG embeds with paid APIs, retrieves by similarity, then feeds every match into the context window. The Fabric indexes mathematically, matches by resonance, and surfaces only what matters. CRISPR, a precision validation engine modelled on biological gene editing, follows real connections between your data. Not just documents that look similar.

Retrieval
Embed query via API
Search vector store
Retrieve 28 chunks
Read each chunk sequentially
Synthesize response
2m 47s
Recognition
Query enters Fabric
28 entities recognized
0.3s

No embeddings. No API cost. Direct graph traversal.

Neural Fabric Development Layer
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