What should the onlylabs background agents do next?

Agent operations

Frontier lab agent command center

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

last scrape 1h46/56 sources healthy 18 analysesdeepseek · deepseek-v4-pro

Agent answer

Frontier lab agent operations show 16 queued organizations in run now: 16 runnable analyses, 0 page-capture targets, 0 scrape-repair targets, and 0 fresh monitors. DeepSeek v4 pro via deepagents is the dominant standing analysis path across 18 generated analysis rows. 10 of 56 sources need attention. Next dispatch: run_analysis_agent for Cohere because new captured evidence is fresher than the stored analysis. Top signal inspection: OpenAI - Perplexity trusts GPT-6 Astra with end-to-end systems with watch priority.

Run now16 Needs pages0 Fresh0 No signals0 source issues10

Run now16

Cohere

npm run agent:analysis -- --url <app-url> --org <org-slug> --limit 1 --web-limit 10

Analysis queue

json →16 shown

All18 Run now16 Needs pages0 Fresh2 No signals0

Cohere — Frontier labRun now

signals 965 · pages 908 · web refs 3desks 245/27/383/272 · latest 22hanalysis 1wRun agent

lab analysis manifest

OpenAI — Frontier labRun now

signals 4,161 · pages 3,854 · web refs 0desks 1515/6/1297/1213 · latest 22hanalysis Jun 8 · sources 1Run agent

lab analysis manifest

xAI — Frontier labRun now

signals 477 · pages 466 · web refs 0desks 433/0/35/0 · latest 22hanalysis Jun 8 · sources 1Run agent

lab analysis manifest

Baidu (ERNIE) — Frontier labRun now

signals 492 · pages 469 · web refs 6desks 33/5/335/18 · latest 22hanalysis 2w · sources 1Run agent

lab analysis manifest

Google (DeepMind / Gemini) — Frontier labRun now

signals 798 · pages 784 · web refs 6desks 45/0/412/132 · latest 22hanalysis 4w · sources 1Run agent

lab analysis manifest

Mistral AI — Frontier labRun now

signals 598 · pages 521 · web refs 0desks 201/12/282/86 · latest 22hanalysis Jun 8 · sources 1Run agent

lab analysis manifest

Microsoft — Frontier labRun now

signals 10,617 · pages 8,392 · web refs 6desks 0/19/9276/21 · latest 22hanalysis 4wRun agent

lab analysis manifest

NVIDIA — Frontier labRun now

signals 4,263 · pages 3,635 · web refs 0desks 0/50/3645/113 · latest 22hanalysis Jun 8 · sources 1Run agent

lab analysis manifest

Qwen (Alibaba Cloud) — Frontier labRun now

signals 396 · pages 376 · web refs 0desks 5/2/293/44 · latest 22hanalysis Jun 8 · sources 1Run agent

lab analysis manifest

DeepSeek — Frontier labRun now

signals 110 · pages 108 · web refs 6desks 0/0/71/0 · latest 1danalysis 1wRun agent

lab analysis manifest

Tencent Hunyuan — Frontier labRun now

signals 137 · pages 138 · web refs 0desks 0/1/55/0 · latest 3danalysis Jun 8Run agent

lab analysis manifest

Moonshot AI (Kimi) — Frontier labRun now

signals 273 · pages 212 · web refs 0desks 7/0/223/0 · latest 3danalysis Jun 8Run agent

lab analysis manifest

ByteDance (Doubao/Seed) — Frontier labRun now

signals 117 · pages 111 · web refs 6desks 0/1/53/0 · latest 3danalysis 3wRun agent

lab analysis manifest

Meta AI (Llama) — Frontier labRun now

signals 110 · pages 73 · web refs 5desks 16/0/56/26 · latest 5danalysis 4w · sources 1Run agent

lab analysis manifest

Zhipu AI (GLM) — Frontier labRun now

signals 128 · pages 156 · web refs 0desks 0/0/74/0 · latest 1wanalysis Jun 8Run agent

lab analysis manifest

MiniMax — Frontier labRun now

signals 94 · pages 69 · web refs 6desks 14/1/46/0 · latest 1wanalysis 4w · sources 1Run agent

lab analysis manifest

Org	State	Signals	Pages	Web refs	Signal desks	Latest input	Analysis	Next
Cohere — Frontier lab	Run now	965	908	3	245/27/383/272	22h	1w	Run agent
OpenAI — Frontier lab	Run nowsources 1	4,161	3,854	0	1515/6/1297/1213	22h	Jun 8	Run agent
xAI — Frontier lab	Run nowsources 1	477	466	0	433/0/35/0	22h	Jun 8	Run agent
Baidu (ERNIE) — Frontier lab	Run nowsources 1	492	469	6	33/5/335/18	22h	2w	Run agent
Google (DeepMind / Gemini) — Frontier lab	Run nowsources 1	798	784	6	45/0/412/132	22h	4w	Run agent
Mistral AI — Frontier lab	Run nowsources 1	598	521	0	201/12/282/86	22h	Jun 8	Run agent
Microsoft — Frontier lab	Run now	10,617	8,392	6	0/19/9276/21	22h	4w	Run agent
NVIDIA — Frontier lab	Run nowsources 1	4,263	3,635	0	0/50/3645/113	22h	Jun 8	Run agent
Qwen (Alibaba Cloud) — Frontier lab	Run nowsources 1	396	376	0	5/2/293/44	22h	Jun 8	Run agent
DeepSeek — Frontier lab	Run now	110	108	6	0/0/71/0	1d	1w	Run agent
Tencent Hunyuan — Frontier lab	Run now	137	138	0	0/1/55/0	3d	Jun 8	Run agent
Moonshot AI (Kimi) — Frontier lab	Run now	273	212	0	7/0/223/0	3d	Jun 8	Run agent
ByteDance (Doubao/Seed) — Frontier lab	Run now	117	111	6	0/1/53/0	3d	3w	Run agent
Meta AI (Llama) — Frontier lab	Run nowsources 1	110	73	5	16/0/56/26	5d	4w	Run agent
Zhipu AI (GLM) — Frontier lab	Run now	128	156	0	0/0/74/0	1w	Jun 8	Run agent
MiniMax — Frontier lab	Run nowsources 1	94	69	6	14/1/46/0	1w	4w	Run agent

Scrape runs

8 of 12snapshot

Sep 13, 2026

duration 1m 52s · sources 32events 3,673 · HN 0failures clear

Sep 13, 2026

duration 1m 42s · sources 32events 3,673 · HN 0failures clear

Sep 12, 2026

duration 1m 44s · sources 32events 3,673 · HN 0failures clear

Sep 12, 2026

duration 1m 56s · sources 32events 3,673 · HN 0failures clear

Sep 12, 2026

duration 1m 41s · sources 32events 3,673 · HN 0failures clear

Sep 12, 2026

duration 1m 23s · sources 32events 3,673 · HN 0failures clear

Sep 12, 2026

duration 20s · sources 33events 823 · HN 0failures clear

Sep 12, 2026

failed

duration 3m 46s · sources 39events 1,493 · HN 0failures 4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
Sep 13, 2026	1m 52s	ok	32	3,673	0	clear
Sep 13, 2026	1m 42s	ok	32	3,673	0	clear
Sep 12, 2026	1m 44s	ok	32	3,673	0	clear
Sep 12, 2026	1m 56s	ok	32	3,673	0	clear
Sep 12, 2026	1m 41s	ok	32	3,673	0	clear
Sep 12, 2026	1m 23s	ok	32	3,673	0	clear
Sep 12, 2026	20s	ok	33	823	0	clear
Sep 12, 2026	3m 46s	failed	39	1,493	0	4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers
4 older runs in snapshot

Source health

46 ok · 1 dead · 5 stale · 4 emptycoverage →

Google (DeepMind / Gemini) — Frontier labdead

channel Careers · last event May 28probe failed: Error: greenhouse deepmind: 404

Org	Channel	Status	Last event	Detail
Google (DeepMind / Gemini) — Frontier lab	Careers	dead	May 28	probe failed: Error: greenhouse deepmind: 404
Baidu (ERNIE) — Frontier lab	Writing	stale	May 9	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)
OpenAI — Frontier lab	Models	stale	Dec 11	newest event is older than 180d (channel models)
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)
Amazon (Nova) — Frontier lab	Careers	empty	—	no events observed
MiniMax — Frontier lab	Careers	empty	Jun 7	no events observed
Mistral AI — Frontier lab	Careers	empty	Jul 5	no events observed
NVIDIA — Frontier lab	Careers	empty	—	no events observed
Amazon (Nova) — Frontier lab	GitHub	ok	4d	130 event(s), newest 2026-09-08T14:06:51Z
Amazon (Nova) — Frontier lab	Models	ok	May 14	30 event(s), newest 2026-05-14T23:50:24.000Z
Amazon (Nova) — Frontier lab	Writing	ok	2d	25 event(s), newest 2026-09-10T15:03:39.000Z
Anthropic — Frontier lab	Careers	ok	1d	100 event(s), newest 2026-09-12T02:28:45.000Z
Anthropic — Frontier lab	GitHub	ok	1d	184 event(s), newest 2026-09-11T19:20:03Z
Anthropic — Frontier lab	Writing	ok	1d	443 event(s), newest 2026-09-11T16:58:57.000Z
Baidu (ERNIE) — Frontier lab	Careers	ok	1d	27 event(s), newest 2026-09-11T19:18:51.000Z
Baidu (ERNIE) — Frontier lab	GitHub	ok	1d	309 event(s), newest 2026-09-11T12:54:02Z
Baidu (ERNIE) — Frontier lab	Models	ok	Jun 19	30 event(s), newest 2026-06-19T09:40:33.000Z
ByteDance (Doubao/Seed) — Frontier lab	GitHub	ok	4d	73 event(s), newest 2026-09-09T03:57:51Z
ByteDance (Doubao/Seed) — Frontier lab	Models	ok	Jul 3	30 event(s), newest 2026-07-03T00:07:55.000Z
Cohere — Frontier lab	Careers	ok	1d	100 event(s), newest 2026-09-11T19:35:45.786Z
Cohere — Frontier lab	GitHub	ok	1d	148 event(s), newest 2026-09-11T12:57:32Z
Cohere — Frontier lab	Models	ok	4d	30 event(s), newest 2026-09-08T15:11:52.000Z
Cohere — Frontier lab	Writing	ok	2d	250 event(s), newest 2026-09-11T00:00:00.000Z
DeepSeek — Frontier lab	GitHub	ok	2d	52 event(s), newest 2026-09-10T15:09:34Z
DeepSeek — Frontier lab	Models	ok	Jun 28	30 event(s), newest 2026-06-28T12:37:17.000Z
Google (DeepMind / Gemini) — Frontier lab	GitHub	ok	2d	296 event(s), newest 2026-09-10T12:46:40Z
Google (DeepMind / Gemini) — Frontier lab	Models	ok	1w	30 event(s), newest 2026-09-01T17:03:30.000Z
Google (DeepMind / Gemini) — Frontier lab	Writing	ok	4d	100 event(s), newest 2026-09-08T14:00:15.000Z
Meta AI (Llama) — Frontier lab	GitHub	ok	Dec 18	27 event(s), newest 2025-12-18T20:30:36Z
Meta AI (Llama) — Frontier lab	Writing	ok	Jul 27	10 event(s), newest 2026-07-27T00:00:00.000Z
Microsoft — Frontier lab	GitHub	ok	1d	398 event(s), newest 2026-09-12T03:57:30Z
Microsoft — Frontier lab	Models	ok	1w	30 event(s), newest 2026-09-02T15:51:38.000Z
Microsoft — Frontier lab	Writing	ok	1w	9 event(s), newest 2026-08-31T16:00:00.000Z
MiniMax — Frontier lab	GitHub	ok	1w	39 event(s), newest 2026-09-01T06:48:46Z
MiniMax — Frontier lab	Models	ok	Aug 7	20 event(s), newest 2026-08-07T12:23:29.000Z
Mistral AI — Frontier lab	GitHub	ok	1d	66 event(s), newest 2026-09-11T13:05:47Z
Mistral AI — Frontier lab	Models	ok	Jul 16	30 event(s), newest 2026-07-16T10:24:13.000Z
Mistral AI — Frontier lab	Writing	ok	2d	86 event(s), newest 2026-09-10T10:42:55.000Z
Moonshot AI (Kimi) — Frontier lab	GitHub	ok	3d	68 event(s), newest 2026-09-09T06:24:42Z
Moonshot AI (Kimi) — Frontier lab	Models	ok	Jun 11	18 event(s), newest 2026-06-11T07:51:47.000Z
NVIDIA — Frontier lab	GitHub	ok	1d	405 event(s), newest 2026-09-12T01:24:12Z
NVIDIA — Frontier lab	Models	ok	1w	30 event(s), newest 2026-09-02T19:11:33.000Z
NVIDIA — Frontier lab	Writing	ok	2d	18 event(s), newest 2026-09-10T16:30:35.000Z
OpenAI — Frontier lab	Careers	ok	1d	100 event(s), newest 2026-09-12T03:21:15.873Z
OpenAI — Frontier lab	GitHub	ok	1d	267 event(s), newest 2026-09-11T17:41:24Z
OpenAI — Frontier lab	Writing	ok	now	1192 event(s), newest 2026-09-14T00:00:00.000Z
Qwen (Alibaba Cloud) — Frontier lab	GitHub	ok	1d	77 event(s), newest 2026-09-11T22:05:55Z
Qwen (Alibaba Cloud) — Frontier lab	Models	ok	2w	30 event(s), newest 2026-08-27T08:14:27.000Z
Tencent Hunyuan — Frontier lab	GitHub	ok	4d	82 event(s), newest 2026-09-08T07:17:34Z
Tencent Hunyuan — Frontier lab	Models	ok	1w	30 event(s), newest 2026-09-04T08:55:13.000Z
xAI — Frontier lab	Careers	ok	1d	100 event(s), newest 2026-09-12T00:27:20.000Z
xAI — Frontier lab	GitHub	ok	3w	15 event(s), newest 2026-08-18T18:02:24Z
Zhipu AI (GLM) — Frontier lab	GitHub	ok	2w	58 event(s), newest 2026-08-26T10:56:45Z
Zhipu AI (GLM) — Frontier lab	Models	ok	2w	30 event(s), newest 2026-08-25T06:45:05.000Z