Live scan · Refreshed2026-08-14 17:21 UTC · Briefings17 · Signals911 · Consumer AI81 ▲ · AI Agents81 ▲ · AI Coding Tools74 ▲ · AI Search73 ▲
Live scan · refreshed 2026-08-14 17:21 UTC

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 2026-08-14 17:21 UTC 911 ranked findings 60.8% weak/noisy
Raw Findings 1277
Unique Findings 911
Duplicates Removed 366
LOW SIGNAL 1
NOISE 553
Skipped Sources 17
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 Policy & Society 88% noise · 56 weak/noisy · Tighten keywords AI Business 87% noise · 54 weak/noisy · Tighten keywords AI Safety & Scams 87% noise · 52 weak/noisy · Tighten keywords AI at Work 81% noise · 35 weak/noisy · Tighten keywords Startup Funding 75% noise · 30 weak/noisy · Tighten keywords LLM Inference 74% noise · 20 weak/noisy · Add primary sources AI Video 73% noise · 22 weak/noisy · Tighten keywords Open Source LLMs 72% noise · 26 weak/noisy · Tighten keywords
Label Mix
NOISE 553 SOURCE-BACKED 260 WATCH 95 RISING 2 LOW SIGNAL 1

Source Limits

Public summary, no internal error logs
Rate Limited

No rate-limited source summary available in the latest status snapshot.

Degraded
rss:Sequoia Articles rss · quarantined github_radar:sourcegraph/sourcegraph github_radar · unknown

Topic Noise Matrix

Latest public build
Topic Status Ranked Weak LOW SIGNAL NOISE Noise Ratio Duplicate Ratio Recommended Action
AI Policy & Society HIGH SIGNAL 64 56 0 56 88% 18% Tighten keywords AI Safety & Scams MOVING 60 52 1 51 87% 14% Tighten keywords AI Business MOVING 62 54 0 54 87% 11% Tighten keywords AI at Work MOVING 43 35 0 35 81% 22% Tighten keywords Startup Funding WATCH 40 30 0 30 75% 22% Tighten keywords LLM Inference HIGH SIGNAL 27 20 0 20 74% 36% Add primary sources AI Video HIGH SIGNAL 30 22 0 22 73% 32% Tighten keywords Open Source LLMs MOVING 36 26 0 26 72% 32% Tighten keywords AI Security MOVING 37 26 0 26 70% 26% Tighten keywords AI Search HIGH SIGNAL 67 44 0 44 66% 50% Tighten keywords AI Chips HIGH SIGNAL 60 36 0 36 60% 28% Reduce noisy keywords AI Voice MOVING 23 13 0 13 57% 48% Reduce noisy keywords Robotics HIGH SIGNAL 50 24 0 24 48% 40% Reduce noisy keywords Developer Tools HIGH SIGNAL 53 22 0 22 42% 26% Monitor rate limits Consumer AI HIGH SIGNAL 104 41 0 41 39% 28% Monitor rate limits AI Coding Tools HIGH SIGNAL 71 25 0 25 35% 26% Monitor rate limits AI Agents HIGH SIGNAL 84 28 0 28 33% 21% Monitor rate limits