System Status

Pipeline health

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

Noise report

Last Pipeline Run 2026-08-14 17:17 UTC

Active Topics 17

Runs In Last Cycle 17

Findings In Last Cycle 911

Briefs Generated 17

Cron

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

Run Duration 265.53s

Raw Findings 1277

Unique Findings 911

Ranked Findings 911

Rate Limits 0

Static Site Built 2026-08-14 17:21 UTC

Performance

Latest global pipeline runs

Avg Duration Last 5 297.88s

Avg Duration Last 10 326.81s

Cache Hits 844

Cache Misses 55

Skipped Sources 17

Degraded Sources 2

Raw trend 1277 / 1268 / 1268 / 1276 / 1276 / 1257 / 1259 / 1253 / 1254 / 1257 Unique trend 911 / 906 / 905 / 910 / 911 / 895 / 891 / 888 / 880 / 882 Ranked trend 911 / 906 / 905 / 910 / 911 / 895 / 891 / 888 / 880 / 882

RSS Health

Source latency and quality

Status OK

Sources 39 / 40

Duration 221.28s

Median Latency 906ms

P95 Latency 2403ms

Timeouts 0

Retries 0

Stale Fallbacks 0

Quarantined 1

GitHub Security Lab 3083ms Replit Blog 2631ms CISA Advisories 2450ms Google Security Blog 2395ms ZDNET AI 2345ms GitHub Blog 2301ms

Public Interest

Editorial discovery layer

Eligible Findings 220

Average Score 36

Homepage Selected 1

Today Selected 1

Weak Stories Excluded 554

Duplicate Exclusions 50

OPEN SOURCE ROBOTS & HARDWARE BIG MOVE AI AT WORK RESEARCH USEFUL NOW CREATOR TOOLS SECURITY PRODUCT UPDATE MONEY

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 65

AI Calls 15

AI Skipped 0

AI Errors 2

Summaries Stored 2650

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 2026-08-14 17:21 UTC

Latest DB Backup Not updated yet

Public Pages 383

Topic Pages 17

Short Links

Shareable VQV links

Total Short Links 4528

Total Reposts 44

Total Redirects 8750

Recent Copy 2026-07-30 04:57 UTC

Recent Click 2026-08-14 17:17 UTC

Editorial Quality

Latest brief per active topic

Average Quality 55

Needs Better Sources 0

Too Much Noise 5

Diagnostics

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

Best Performing

AI Agents 64 AI Coding Tools 64 Consumer AI 63

Weakest

AI Policy & Society 48 AI Safety & Scams 49 AI Business 50

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

rss:Vercel Blog ok rss:CISA Advisories ok rss:NVIDIA Blog ok rss:Y Combinator Blog ok rss:GitHub Security Lab ok rss:Google Security Blog ok rss:Microsoft Security Blog ok rss:Replit Blog ok rss:Microsoft Research Blog ok rss:Docker Blog ok rss:Cloudflare Blog ok rss:IEEE Spectrum Robotics ok

rss:Sequoia Articles degraded github_radar:sourcegraph/sourcegraph degraded

Fetch Stats

Latest pipeline run

Requests 38 Memory cache hits 626 Persistent cache hits 218 Cache misses 55 Cached failures 0 Skipped recent failures 0 Throttled skips 17 Rate limits 0 Fetch errors 0

Expired cache deleted 111 Old findings deleted 180 Old briefs deleted 0 Old runs deleted 0

Recent Errors

3 logged

HISTORY 2026-07-13 21:28 UTC

AI at Work

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

HISTORY 2026-06-17 22:26 UTC

Developer Tools

Stopped manually during AI polish test

HISTORY 2026-06-17 22:22 UTC

Startup Funding

Interrupted before completion