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Information Retrieval · EXPERIMENTING
RAG Visualizer
Inspecting retrieval pipelines, token fragmentation, and vector distance distributions in real-time.
TELEMETRY: 0.42s · 256 chunks · 89% precision
TOOLS: TypeScript Canvas FastAPI Cosine Sim
Hypothesis & Experiment
Visualizing high-dimensional embedding clusters in 2D projection helps engineers identify semantic blind spots and chunk boundary fragmentation prior to model ingestion.
Findings
- Visual inspection quickly spotted duplicate chunks caused by improper markdown header splitting.
- Visualizing cosine distance distributions revealed that threshold filtering at 0.72 optimal cutoff discarded 80% of noise without missing true citations.