What should the onlylabs background agents do next?

Agent operations

All tracked orgs agent command center

Operational state for fresh: scrape runs, source health, the analysis queue, and model provenance.

last scrape 3d137/154 sources healthy 18 analysesdeepseek · deepseek-v4-pro

Agent answer

All tracked orgs agent operations show 2 queued organizations in fresh: 0 runnable analyses, 0 page-capture targets, 0 scrape-repair targets, and 2 fresh monitors. DeepSeek v4 pro via deepagents is the dominant standing analysis path across 18 generated analysis rows. 17 of 154 sources need attention. Next dispatch: monitor for Anthropic because stored analysis is current against the newest captured page or signal. Top signal inspection: Microsoft - microsoft/mxc v0.7.0-rc1 with context priority.

Run now0 Needs pages0 Fresh2 No signals0 source issues17

Fresh2

Anthropic

Analysis queue

json →2 shown

All62 Run now59 Needs pages0 Fresh2 No signals1

Anthropic — Frontier labFresh

signals 1,072 · pages 1,111 · web refs 6desks 429/21/175/378 · latest 5hanalysis 5hMonitor

lab analysis manifest

Amazon (Nova) — Frontier labFresh

signals 229 · pages 234 · web refs 4desks 0/0/64/29 · latest 21hanalysis 5h · sources 1Monitor

lab analysis manifest

Org	State	Signals	Pages	Web refs	Signal desks	Latest input	Analysis	Next
Anthropic — Frontier lab	Fresh	1,072	1,111	6	429/21/175/378	5h	5h	Monitor
Amazon (Nova) — Frontier lab	Freshsources 1	229	234	4	0/0/64/29	21h	5h	Monitor

Scrape runs

7 of 7snapshot

Jun 10, 2026

duration 9m 58s · sources 154events 10,748 · HN 50failures clear

Jun 9, 2026

duration 2m 2s · sources 153events 10,391 · HN 33failures clear

Jun 8, 2026

duration 1m 55s · sources 153events 10,342 · HN 23failures clear

Jun 7, 2026

duration 1m 14s · sources 153events 10,296 · HN 24failures clear

Jun 6, 2026

duration 59s · sources 151events 10,276 · HN 18failures clear

Jun 6, 2026

duration 1m 25s · sources 151events 10,281 · HN 23failures clear

Jun 6, 2026

duration 57s · sources 151events 10,278 · HN 25failures clear

Started	Dur	Run	Sources	Events	HN	Failures
Jun 10, 2026	9m 58s	ok	154	10,748	50	clear
Jun 9, 2026	2m 2s	ok	153	10,391	33	clear
Jun 8, 2026	1m 55s	ok	153	10,342	23	clear
Jun 7, 2026	1m 14s	ok	153	10,296	24	clear
Jun 6, 2026	59s	ok	151	10,276	18	clear
Jun 6, 2026	1m 25s	ok	151	10,281	23	clear
Jun 6, 2026	57s	ok	151	10,278	25	clear

Source health

137 ok · 8 stale · 9 emptycoverage →

Blackbox AI — Neocloudstale

channel GitHub · last event Dec 29newest event is older than 365d (channel github)

Org	Channel	Status	Last event	Detail
Blackbox AI — Neocloud	GitHub	stale	Dec 29	newest event is older than 365d (channel github)
LG AI Research (EXAONE) — Neolab	Writing	stale	Sep 5	newest event is older than 90d (channel writing)
Meta AI (Llama) — Frontier lab	Models	stale	Apr 28	newest event is older than 180d (channel models)
Meta AI (Llama) — Frontier lab	Writing	stale	Feb 24	newest event is older than 90d (channel writing)
OpenAI — Frontier lab	Models	stale	Dec 11	newest event is older than 180d (channel models)
OpenBMB (MiniCPM) — Neolab	Writing	stale	Nov 16	newest event is older than 90d (channel writing)
Qwen (Alibaba Cloud) — Frontier lab	Writing	stale	Sep 22	newest event is older than 90d (channel writing)
xAI — Frontier lab	Models	stale	Aug 22	newest event is older than 180d (channel models)
AI21 Labs — Neolab	Careers	empty	—	no events observed
Amazon (Nova) — Frontier lab	Careers	empty	—	no events observed
Eigen AI — Neocloud	GitHub	empty	—	no events observed
GMI Cloud — Neocloud	GitHub	empty	—	no events observed
IBM (Granite) — Neolab	Careers	empty	—	no events observed
Inception Labs — Neolab	Careers	empty	—	no events observed
MiniMax — Frontier lab	Careers	empty	6d	no events observed
NVIDIA — Frontier lab	Careers	empty	—	no events observed
Upstage (Solar) — Neolab	Careers	empty	—	no events observed
AI21 Labs — Neolab	GitHub	ok	4w	45 event(s), newest 2026-05-12T08:34:02Z
AI21 Labs — Neolab	Models	ok	Jan 6	13 event(s), newest 2026-01-06T08:19:07.000Z
Amazon (Nova) — Frontier lab	GitHub	ok	1d	134 event(s), newest 2026-06-11T19:35:57Z
Amazon (Nova) — Frontier lab	Models	ok	4w	30 event(s), newest 2026-05-14T23:50:24.000Z
Amazon (Nova) — Frontier lab	Writing	ok	2d	25 event(s), newest 2026-06-10T15:00:00.000Z
Anthropic — Frontier lab	Careers	ok	9h	100 event(s), newest 2026-06-13T03:48:51.000Z
Anthropic — Frontier lab	GitHub	ok	11h	181 event(s), newest 2026-06-13T01:38:30Z
Anthropic — Frontier lab	Writing	ok	10h	378 event(s), newest 2026-06-13T02:30:15.000Z
Arcee AI — Neolab	Careers	ok	3w	2 event(s), newest 2026-05-22T14:15:42.000Z
Arcee AI — Neolab	GitHub	ok	Feb 18	80 event(s), newest 2026-02-18T06:17:18Z
Arcee AI — Neolab	Models	ok	Apr 1	30 event(s), newest 2026-04-01T03:35:06.000Z
Baidu (ERNIE) — Frontier lab	Careers	ok	2w	26 event(s), newest 2026-05-30T00:56:12.000Z
Baidu (ERNIE) — Frontier lab	GitHub	ok	2d	306 event(s), newest 2026-06-11T12:09:14Z
Baidu (ERNIE) — Frontier lab	Models	ok	2w	30 event(s), newest 2026-05-29T02:17:22.000Z
Baidu (ERNIE) — Frontier lab	Writing	ok	May 9	18 event(s), newest 2026-05-09T00:00:00.000Z
Baseten — Neocloud	Careers	ok	17h	70 event(s), newest 2026-06-12T20:06:27.481Z
Baseten — Neocloud	GitHub	ok	1d	119 event(s), newest 2026-06-11T19:14:59Z
ByteDance (Doubao/Seed) — Frontier lab	GitHub	ok	2w	69 event(s), newest 2026-05-29T03:03:17Z
ByteDance (Doubao/Seed) — Frontier lab	Models	ok	1w	30 event(s), newest 2026-06-02T03:10:24.000Z
Cerebras — Neocloud	Careers	ok	21h	99 event(s), newest 2026-06-12T15:26:10.000Z
Cerebras — Neocloud	GitHub	ok	Apr 21	28 event(s), newest 2026-04-21T01:28:04Z
Cerebras — Neocloud	Models	ok	Feb 25	30 event(s), newest 2026-02-25T07:11:20.000Z
Clarifai — Neocloud	GitHub	ok	2w	98 event(s), newest 2026-05-29T16:06:45Z
Cloudflare (Workers AI) — Neocloud	Careers	ok	7h	100 event(s), newest 2026-06-13T05:40:36.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	11h	361 event(s), newest 2026-06-13T01:42:12Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	1d	20 event(s), newest 2026-06-12T13:00:00.000Z
Cohere — Frontier lab	Careers	ok	18h	100 event(s), newest 2026-06-12T18:44:23.933Z
Cohere — Frontier lab	GitHub	ok	1d	135 event(s), newest 2026-06-12T10:06:49Z
Cohere — Frontier lab	Models	ok	1w	30 event(s), newest 2026-06-05T02:38:01.000Z
CompactifAI (Multiverse Computing) — Neocloud	Careers	ok	3d	2 event(s), upstream dates unavailable
CompactifAI (Multiverse Computing) — Neocloud	GitHub	ok	Feb 2	4 event(s), newest 2026-02-02T11:31:21Z
CoreWeave — Neocloud	Careers	ok	9h	100 event(s), newest 2026-06-13T04:02:04.000Z
CoreWeave — Neocloud	GitHub	ok	23h	187 event(s), newest 2026-06-12T14:02:50Z
CoreWeave — Neocloud	Writing	ok	2d	100 event(s), newest 2026-06-10T17:55:11.000Z
Databricks (DBRX) — Neocloud	Careers	ok	10h	100 event(s), newest 2026-06-13T02:33:46.000Z
Databricks (DBRX) — Neocloud	GitHub	ok	21h	281 event(s), newest 2026-06-12T15:57:52Z
Databricks (DBRX) — Neocloud	Writing	ok	12h	10 event(s), newest 2026-06-13T00:30:00.000Z
DeepInfra — Neocloud	GitHub	ok	1w	53 event(s), newest 2026-06-04T22:52:45Z
DeepSeek — Frontier lab	GitHub	ok	1w	42 event(s), newest 2026-06-02T02:21:17Z
DeepSeek — Frontier lab	Models	ok	Apr 22	30 event(s), newest 2026-04-22T06:04:35.000Z
DigitalOcean (GradientAI) — Neocloud	Careers	ok	14h	100 event(s), newest 2026-06-12T23:18:23.000Z
DigitalOcean (GradientAI) — Neocloud	GitHub	ok	2d	233 event(s), newest 2026-06-11T05:59:32Z
DigitalOcean (GradientAI) — Neocloud	Writing	ok	2d	100 event(s), newest 2026-06-10T14:27:49.137Z
94 more source rows in coverage