Live scan · Refreshed2026-09-16 13:25 UTC · Briefings17 · Signals862 · Consumer AI79 ▲ · AI Agents83 ▲ · AI Search78 ▲ · AI Policy & Society74 ▲
Live scan · refreshed 2026-09-16 13:25 UTC

System Status

Pipeline health

Static snapshot of the latest VQV pipeline cycle, generated with the public site.

Noise report
Last Pipeline Run 2026-09-16 13:17 UTC
Active Topics 17
Runs In Last Cycle 17
Findings In Last Cycle 862
Briefs Generated 17
Cron

Runs at minute 17 every 4 hours via cron with flock and a 45 minute timeout.

Run Duration 493.03s
Raw Findings 1221
Unique Findings 862
Ranked Findings 862
Rate Limits 0
Static Site Built 2026-09-16 13:25 UTC

Performance

Latest global pipeline runs
Avg Duration Last 5 425.13s
Avg Duration Last 10 387.25s
Cache Hits 627
Cache Misses 272
Skipped Sources 17
Degraded Sources 2
Raw trend 1221 / 1249 / 1254 / 1262 / 1133 / 1071 / 1051 / 1047 / 1055 / 1055 Unique trend 862 / 868 / 870 / 900 / 842 / 790 / 770 / 769 / 774 / 759 Ranked trend 862 / 868 / 870 / 900 / 842 / 790 / 770 / 769 / 774 / 759

RSS Health

Source latency and quality
Status OK
Sources 39 / 40
Duration 315.4s
Median Latency 1327ms
P95 Latency 2504ms
Timeouts 0
Retries 0
Stale Fallbacks 0
Quarantined 1
Vercel Blog 21890ms CISA Advisories 2628ms GitHub Security Lab 2606ms Docker Blog 2499ms OpenAI News 2426ms Google Security Blog 2424ms

Public Interest

Editorial discovery layer
Eligible Findings 224
Average Score 34
Homepage Selected 8
Today Selected 2
Weak Stories Excluded 520
Duplicate Exclusions 46
ROBOTS & HARDWARE OPEN SOURCE RESEARCH USEFUL NOW CREATOR TOOLS BIG MOVE AI AT WORK MONEY PRODUCT UPDATE SECURITY

Signal strength remains the trust layer. Public interest only organizes strong, source-backed, recent, low-noise findings for discovery.

AI Polish

Top Signals only
Status Enabled
Provider / Model

openai / gpt-4.1-mini

Eligible Signals 80
AI Cache Hits 72
AI Calls 8
AI Skipped 0
AI Errors 0
Summaries Stored 4121

AI polish is an editorial layer for eligible high-signal cards only. Collection, deduplication, ranking, labels, and quality scoring remain deterministic.

Launch Readiness

Public sharing and indexing basics
Sitemap OK
Robots.txt OK
RSS Feed OK
JSON Feed OK
Favicon OK
404 Page OK
Static Build 2026-09-16 13:25 UTC
Latest DB Backup Not updated yet
Public Pages 388
Topic Pages 17

Short Links

Shareable VQV links
Total Short Links 7239
Total Reposts 46
Total Redirects 14125
Recent Copy 2026-09-07 13:56 UTC
Recent Click 2026-09-16 12:54 UTC

Editorial Quality

Latest brief per active topic
Average Quality 58
Needs Better Sources 0
Too Much Noise 5
Diagnostics

Use `/quality/` to review recommended actions per topic.

Affected By Rate Limits

0 rate-limit events in the latest run. Topics collected after a rate limit may have lower source diversity.

Source Health

100 tracked sources
github_radar:coqui-ai/TTS ok github_radar:openai/whisper ok github_radar:ggerganov/whisper.cpp ok github_radar:sgl-project/sglang ok github_radar:NVIDIA/TensorRT-LLM ok github_radar:jax-ml/jax ok github_radar:pytorch/pytorch ok github_radar:tensorflow/tensorflow ok github_radar:ray-project/ray ok github_radar:modal-labs/modal-client ok github_radar:BentoML/BentoML ok github_radar:run-llama/llama_deploy ok
rss:VentureBeat AI degraded github_radar:sourcegraph/sourcegraph degraded

Fetch Stats

Latest pipeline run
Requests 257 Memory cache hits 626 Persistent cache hits 1 Cache misses 272 Cached failures 0 Skipped recent failures 0 Throttled skips 17 Rate limits 0 Fetch errors 0
Expired cache deleted 1 Old findings deleted 5 Old briefs deleted 17 Old runs deleted 1

Recent Errors

1 logged
HISTORY 2026-07-13 21:28 UTC

AI at Work

Marked failed by operational recovery after running longer than 1h.