Noise Report

What VQV filtered or down-ranked

VQV does not try to show every match. This report summarizes weak matches, duplicate pressure, low-signal findings, and source limits in the latest public build.

It is a transparency view built from aggregate public metrics, not private logs.

Updated 2026-06-19 06:52 UTC 408 ranked findings 58.6% weak/noisy

Raw Findings 570

Unique Findings 408

Duplicates Removed 162

LOW SIGNAL 0

NOISE 239

Skipped Sources 21

How to read this

High noise means broad or ambiguous matches. High duplicate pressure means repeated URLs or overlapping source coverage. Rate limits mean VQV had less fresh source coverage for that run.

What VQV does

Repeated URLs are deduped, weak matches are down-ranked, and LOW SIGNAL/NOISE findings are kept out of the main reading surfaces unless a topic has very limited data.

Noisiest Topics

AI Video 86% noise · 24 weak/noisy · Tighten keywords Startup Funding 79% noise · 22 weak/noisy · Tighten keywords Open Source LLMs 75% noise · 18 weak/noisy · Add primary sources Developer Tools 70% noise · 21 weak/noisy · Add primary sources AI Voice 68% noise · 17 weak/noisy · Add primary sources AI Search 67% noise · 34 weak/noisy · Tighten keywords LLM Inference 62% noise · 15 weak/noisy · Add primary sources AI Security 60% noise · 18 weak/noisy · Reduce noisy keywords

Duplicate Pressure

AI Search 41% duplicate pressure · 51 ranked Open Source LLMs 41% duplicate pressure · 24 ranked AI Voice 36% duplicate pressure · 25 ranked AI Video 32% duplicate pressure · 28 ranked LLM Inference 27% duplicate pressure · 24 ranked AI Coding Tools 25% duplicate pressure · 48 ranked Robotics 25% duplicate pressure · 27 ranked AI Agents 24% duplicate pressure · 57 ranked

Cleanest Topics

AI Coding Tools 31% noise · 48 ranked AI Agents 35% noise · 57 ranked AI Chips 56% noise · 36 ranked Robotics 56% noise · 27 ranked AI Security 60% noise · 30 ranked LLM Inference 62% noise · 24 ranked AI Search 67% noise · 51 ranked AI Voice 68% noise · 25 ranked

Label Mix

NOISE 239 SOURCE-BACKED 145 WATCH 24

Source Limits

Public summary, no internal error logs

Rate Limited

github github · 11 rate limits · rate_limited

Degraded

github github · degraded

Topic Noise Matrix

Latest public build

Topic Status Ranked Weak LOW SIGNAL NOISE Noise Ratio Duplicate Ratio Recommended Action

AI Video WATCH 28 24 0 24 86% 32% Tighten keywords Startup Funding MOVING 28 22 0 22 79% 15% Tighten keywords Open Source LLMs MOVING 24 18 0 18 75% 41% Add primary sources Developer Tools HIGH SIGNAL 30 21 0 21 70% 21% Add primary sources AI Voice MOVING 25 17 0 17 68% 36% Add primary sources AI Search HIGH SIGNAL 51 34 0 34 67% 41% Tighten keywords LLM Inference HIGH SIGNAL 24 15 0 15 62% 27% Add primary sources AI Security HIGH SIGNAL 30 18 0 18 60% 21% Reduce noisy keywords Robotics HIGH SIGNAL 27 15 0 15 56% 25% Add primary sources AI Chips MOVING 36 20 0 20 56% 22% Reduce noisy keywords AI Agents HIGH SIGNAL 57 20 0 20 35% 24% Monitor rate limits AI Coding Tools HIGH SIGNAL 48 15 0 15 31% 25% Monitor rate limits