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 2026-11-01 14:32 UTC 865 ranked findings 57.8% weak/noisy

Raw Findings 1224

Unique Findings 865

Duplicates Removed 359

LOW SIGNAL 2

NOISE 498

Skipped Sources 34

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 Business 89% noise · 54 weak/noisy · Tighten keywords Startup Funding 87% noise · 26 weak/noisy · Tighten keywords AI at Work 85% noise · 33 weak/noisy · Tighten keywords AI Safety & Scams 82% noise · 49 weak/noisy · Tighten keywords AI Policy & Society 80% noise · 51 weak/noisy · Tighten keywords AI Video 78% noise · 25 weak/noisy · Add primary sources AI Voice 72% noise · 21 weak/noisy · Add primary sources Developer Tools 58% noise · 26 weak/noisy · Reduce noisy keywords

Duplicate Pressure

Robotics 46% duplicate pressure · 55 ranked Open Source LLMs 44% duplicate pressure · 33 ranked LLM Inference 44% duplicate pressure · 24 ranked AI Search 38% duplicate pressure · 61 ranked Consumer AI 32% duplicate pressure · 100 ranked AI Chips 31% duplicate pressure · 55 ranked AI Voice 31% duplicate pressure · 29 ranked AI Video 29% duplicate pressure · 32 ranked

Cleanest Topics

AI Coding Tools 34% noise · 61 ranked Consumer AI 36% noise · 100 ranked AI Agents 38% noise · 77 ranked Robotics 44% noise · 55 ranked AI Chips 45% noise · 55 ranked AI Search 48% noise · 61 ranked Open Source LLMs 52% noise · 33 ranked AI Security 54% noise · 39 ranked

Label Mix

NOISE 498 SOURCE-BACKED 234 WATCH 131 LOW SIGNAL 2

Source Limits

Public summary, no internal error logs

Rate Limited

rss:VentureBeat AI rss · 61 rate limits · rate_limited

Degraded

rss:VentureBeat AI rss · quarantined rss:CISA Advisories rss · quarantined

Topic Noise Matrix

Latest public build

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

AI Business MOVING 61 54 0 54 89% 16% Tighten keywords Startup Funding MOVING 30 26 0 26 87% 25% Tighten keywords AI at Work MOVING 39 33 0 33 85% 24% Tighten keywords AI Safety & Scams MOVING 60 49 1 48 82% 12% Tighten keywords AI Policy & Society WATCH 64 51 0 51 80% 18% Tighten keywords AI Video WATCH 32 25 0 25 78% 29% Add primary sources AI Voice MOVING 29 21 0 21 72% 31% Add primary sources Developer Tools MOVING 45 26 0 26 58% 27% Reduce noisy keywords LLM Inference HIGH SIGNAL 24 13 0 13 54% 44% Add primary sources AI Security MOVING 39 21 0 21 54% 24% Reduce noisy keywords Open Source LLMs MOVING 33 17 0 17 52% 44% Reduce noisy keywords AI Search HIGH SIGNAL 61 29 0 29 48% 38% Reduce noisy keywords AI Chips HIGH SIGNAL 55 25 0 25 45% 31% Reduce noisy keywords Robotics HIGH SIGNAL 55 24 1 23 44% 46% Reduce noisy keywords AI Agents HIGH SIGNAL 77 29 0 29 38% 26% Monitor rate limits Consumer AI HIGH SIGNAL 100 36 0 36 36% 32% Monitor rate limits AI Coding Tools HIGH SIGNAL 61 21 0 21 34% 24% Monitor rate limits