Updated 2026-10-31 13:37 UTC Join on Telegram

System Status

Pipeline health

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

Noise report
Last Pipeline Run 2026-10-31 13:17 UTC
Active Topics 17
Runs In Last Cycle 17
Findings In Last Cycle 843
Briefs Generated 17
Cron

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

Run Duration 1234.73s
Raw Findings 1193
Unique Findings 843
Ranked Findings 843
Rate Limits 0
Static Site Built 2026-10-31 13:37 UTC

Performance

Latest global pipeline runs
Avg Duration Last 5 940.66s
Avg Duration Last 10 1102.37s
Cache Hits 738
Cache Misses 297
Skipped Sources 45
Degraded Sources 3
Raw trend 1193 / 1241 / 1224 / 1224 / 1244 / 1244 / 1234 / 1222 / 1222 / 1021 Unique trend 843 / 876 / 875 / 877 / 859 / 858 / 861 / 867 / 867 / 763 Ranked trend 843 / 876 / 875 / 877 / 859 / 858 / 861 / 867 / 867 / 763

RSS Health

Source latency and quality
Status OK
Sources 46 / 48
Duration 615.9s
Median Latency 1694ms
P95 Latency 4511ms
Timeouts 0
Retries 0
Stale Fallbacks 0
Quarantined 2
Vercel Blog 36325ms CNBC Tech 5647ms EdSurge 5301ms Replit Blog 4700ms CISA Advisories 4587ms NPR Technology 4205ms

Public Interest

Editorial discovery layer
Eligible Findings 259
Average Score 34
Homepage Selected 7
Today Selected 1
Weak Stories Excluded 486
Duplicate Exclusions 45
ROBOTS & HARDWARE AI AT WORK BIG MOVE USEFUL NOW RESEARCH OPEN SOURCE MONEY SECURITY PRODUCT UPDATE CREATOR TOOLS

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

anthropic / claude-haiku-5-5

Eligible Signals 234
AI Cache Hits 195
AI Calls 39
AI Skipped 0
AI Errors 13
Summaries Stored 7669
Current Prompt (v3) 1831

Last summary 2026-10-31 08:36 UTC

Last AI error (2026-10-31 08:32 UTC): AI output contains unsupported wording in summary (stop_reason=end_turn)

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 2026-10-31 13:37 UTC
Latest DB Backup Not updated yet
Public Pages 415
Topic Pages 17

Short Links

Shareable VQV links
Total Short Links 12150
Total Reposts 54
Total Redirects 26921
Recent Copy 2026-10-21 19:10 UTC
Recent Click 2026-10-31 13:37 UTC

Editorial Quality

Latest brief per active topic
Average Quality 57
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:jax-ml/jax ok github_radar:NVIDIA/TensorRT-LLM ok github_radar:tensorflow/tensorflow ok github_radar:pytorch/pytorch ok github_radar:modal-labs/modal-client ok github_radar:ray-project/ray ok github_radar:BentoML/BentoML ok github_radar:run-llama/llama_deploy ok
arxiv degraded rss:VentureBeat AI degraded rss:CISA Advisories degraded

Fetch Stats

Latest pipeline run
Requests 254 Memory cache hits 738 Persistent cache hits 0 Cache misses 297 Cached failures 0 Skipped recent failures 0 Throttled skips 45 Rate limits 0 Fetch errors 1
Expired cache deleted 12 Old findings deleted 2 Old briefs deleted 17 Old runs deleted 1

Recent Errors

0 logged

No recent pipeline errors recorded.