RAG Retrieval Quality & Toxicity Filtering Sandbox

Corpus Preset

Knowledge Base

Contains historical church records, theological treatises, and medieval polemics designed to test speech safety guardrails.

Hygiene Gate Filters

Similarity Floor (Cosine) 0.35 Rejects chunks below semantic vector relevance threshold.

Max Toxicity Ceiling 0.30 Blocks aggressive speech, harsh polemics, or hate content.

Min Authority Rank 0.60 Filters out unverified, low-provenance, or anonymous chunks.

Max Context Window (Top K) 3 Upper limit of context chunks admitted to prompt.

Add Custom Corpus Chunk

Chunk Raw Text

Toxicity (0-1)

Authority (0-1)

Semantic Vector Search Query

Chunk Vector Map & Hygiene Gates Relevance (X-axis) vs Toxicity (Y-axis)

Admitted Context

Rejected Chunk

Retrieval Evaluation Breakdown

Chunk ID & Source	Content Text	Similarity	Toxicity	Authority	Status & Rejection Rule

Synthesized Prompt Context Payload

Sanitized context block assembled strictly from admitted chunks passing all active hygiene guardrails: