System Status

Pipeline health

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

Last Pipeline Run 2026-06-17 22:27 UTC

Active Topics 12

Runs In Last Cycle 12

Findings In Last Cycle 416

Briefs Generated 12

Cron

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

Run Duration 91.36s

Raw Findings 639

Unique Findings 416

Ranked Findings 416

Rate Limits 0

Static Site Built 2026-06-18 03:42 UTC

Performance

Latest global pipeline runs

Avg Duration Last 5 89.02s

Avg Duration Last 10 93.84s

Cache Hits 372

Cache Misses 0

Skipped Sources 0

Degraded Sources 0

Raw trend 639 / 553 / 553 / 553 / 529 / 529 / 529 Unique trend 416 / 399 / 399 / 399 / 395 / 395 / 395 Ranked trend 416 / 399 / 399 / 399 / 395 / 395 / 395

AI Polish

Top Signals only

Status Enabled

Provider / Model

openai / gpt-4.1-mini

Eligible Signals 57

AI Cache Hits 54

AI Calls 3

AI Skipped 0

AI Errors 0

Summaries Stored 57

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 2026-06-18 03:42 UTC

Latest DB Backup Not updated yet

Public Pages 19

Topic Pages 12

Short Links

Shareable VQV links

Total Short Links 145

Total Reposts 10

Total Redirects 17

Recent Copy 2026-06-18 02:05 UTC

Recent Click 2026-06-18 03:41 UTC

Editorial Quality

Latest brief per active topic

Average Quality 56

Needs Better Sources 0

Too Much Noise 5

Diagnostics

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

Best Performing

AI Agents 67 AI Coding Tools 65 AI Video 58

Weakest

AI Voice 50 Developer Tools 51 Startup Funding 51

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

31 tracked sources

arxiv ok github ok hackernews ok rss:Sequoia Articles ok rss:CISA Advisories ok rss:Y Combinator Blog ok rss:GitHub Security Lab ok rss:Microsoft Security Blog ok rss:Google Security Blog ok rss:NVIDIA Blog ok rss:Microsoft Research Blog ok rss:Vercel Blog ok

Fetch Stats

Latest pipeline run

Requests 0 Memory cache hits 232 Persistent cache hits 140 Cache misses 0 Cached failures 0 Skipped recent failures 0 Throttled skips 0 Rate limits 0 Fetch errors 0

Expired cache deleted 1 Old findings deleted 0 Old briefs deleted 0 Old runs deleted 0

Recent Errors

2 logged

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