System Status

Pipeline health

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

Noise report

Last Pipeline Run 2026-08-02 09:17 UTC

Active Topics 17

Runs In Last Cycle 17

Findings In Last Cycle 886

Briefs Generated 17

Cron

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

Run Duration 265.69s

Raw Findings 1262

Unique Findings 886

Ranked Findings 886

Rate Limits 0

Static Site Built 2026-08-02 09:21 UTC

Performance

Latest global pipeline runs

Avg Duration Last 5 324.82s

Avg Duration Last 10 353.87s

Cache Hits 892

Cache Misses 7

Skipped Sources 0

Degraded Sources 1

Raw trend 1262 / 1262 / 1261 / 1263 / 1261 / 1260 / 1260 / 1260 / 1258 / 1256 Unique trend 886 / 886 / 891 / 893 / 903 / 902 / 898 / 898 / 899 / 897 Ranked trend 886 / 886 / 891 / 893 / 903 / 902 / 898 / 898 / 899 / 897

RSS Health

Source latency and quality

Status OK

Sources 40 / 40

Duration 257.14s

Median Latency 238ms

P95 Latency 1763ms

Timeouts 0

Retries 0

Stale Fallbacks 0

Quarantined 0

Google Security Blog 2620ms Microsoft Security Blog 1981ms Microsoft Research Blog 1752ms OpenAI News 1695ms Hacker News Front Page 1242ms TechCrunch AI 1104ms

Public Interest

Editorial discovery layer

Eligible Findings 203

Average Score 34

Homepage Selected 7

Today Selected 1

Weak Stories Excluded 544

Duplicate Exclusions 45

ROBOTS & HARDWARE OPEN SOURCE RESEARCH BIG MOVE AI AT WORK 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 78

AI Cache Hits 77

AI Calls 1

AI Skipped 0

AI Errors 1

Summaries Stored 2005

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 2026-08-02 09:21 UTC

Latest DB Backup Not updated yet

Public Pages 375

Topic Pages 17

Short Links

Shareable VQV links

Total Short Links 3410

Total Reposts 44

Total Redirects 7070

Recent Copy 2026-07-30 04:57 UTC

Recent Click 2026-08-02 09:21 UTC

Editorial Quality

Latest brief per active topic

Average Quality 53

Needs Better Sources 0

Too Much Noise 5

Diagnostics

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

Best Performing

AI Agents 63 AI Coding Tools 61 Robotics 60

Weakest

Open Source LLMs 42 AI at Work 44 AI Business 47

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:Sequoia Articles 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:Cloudflare Blog ok rss:Docker Blog ok rss:Microsoft Research Blog ok rss:OpenAI News ok

github_radar:sourcegraph/sourcegraph degraded

Fetch Stats

Latest pipeline run

Requests 7 Memory cache hits 642 Persistent cache hits 250 Cache misses 7 Cached failures 0 Skipped recent failures 0 Throttled skips 0 Rate limits 0 Fetch errors 0

Expired cache deleted 142 Old findings deleted 0 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