What should the onlylabs background agents do next?

Agent operations

All tracked orgs agent command center

Operational state for no signals: scrape runs, source health, the analysis queue, and model provenance.

last scrape 1h142/165 sources healthy 62 analysesdeepseek · deepseek-v4-pro

Agent answer

All tracked orgs agent operations show 62 queued organizations in no signals: 0 runnable analyses, 0 page-capture targets, 62 scrape-repair targets, and 0 fresh monitors. DeepSeek v4 pro via deepagents is the dominant standing analysis path across 62 generated analysis rows. 23 of 165 sources need attention. Next dispatch: scrape_sources for Snowflake (Arctic) because no public signals are stored for this org yet. Top signal inspection: CoreWeave - CoreWeave Leads MLPerf 0.7 Endpoints Benchmark with DeepSeek-R1 with context priority.

Run now0 Needs pages0 Fresh0 No signals62 source issues23

No signals62

Snowflake (Arctic)

Analysis queue

json →62 shown

All62 Run now0 Needs pages0 Fresh0 No signals62

Snowflake (Arctic) — NeocloudNo signals

signals 0 · pages 1,076 · web refs 4desks 0/0/0/0 · latest 1hanalysis 4wScrape

lab analysis manifest

Cloudflare (Workers AI) — NeocloudNo signals

signals 0 · pages 1,667 · web refs 6desks 0/0/0/0 · latest 1hanalysis 3wScrape

lab analysis manifest

NVIDIA — Frontier labNo signals

signals 0 · pages 1,825 · web refs 0desks 0/0/0/0 · latest 1hanalysis Jun 8 · sources 1Scrape

lab analysis manifest

CoreWeave — NeocloudNo signals

signals 0 · pages 807 · web refs 6desks 0/0/0/0 · latest 1hanalysis 3wScrape

lab analysis manifest

DigitalOcean (GradientAI) — NeocloudNo signals

signals 0 · pages 730 · web refs 5desks 0/0/0/0 · latest 10hanalysis 4wScrape

lab analysis manifest

Lightning AI — NeocloudNo signals

signals 0 · pages 280 · web refs 6desks 0/0/0/0 · latest 10hanalysis 4wScrape

lab analysis manifest

Nebius — NeocloudNo signals

signals 0 · pages 574 · web refs 6desks 0/0/0/0 · latest 10hanalysis 4wScrape

lab analysis manifest

Databricks (DBRX) — NeocloudNo signals

signals 0 · pages 1,610 · web refs 6desks 0/0/0/0 · latest 10hanalysis 4wScrape

lab analysis manifest

Fireworks AI — NeocloudNo signals

signals 0 · pages 270 · web refs 0desks 0/0/0/0 · latest 10hanalysis 4wScrape

lab analysis manifest

Scaleway — NeocloudNo signals

signals 0 · pages 816 · web refs 6desks 0/0/0/0 · latest 10hanalysis 4wScrape

lab analysis manifest

OpenAI — Frontier labNo signals

signals 0 · pages 2,767 · web refs 0desks 0/0/0/0 · latest 10hanalysis Jun 8 · sources 1Scrape

lab analysis manifest

Reka AI — NeolabNo signals

signals 0 · pages 104 · web refs 4desks 0/0/0/0 · latest 10hanalysis 4wScrape

lab analysis manifest

Together AI — NeocloudNo signals

signals 0 · pages 416 · web refs 4desks 0/0/0/0 · latest 10hanalysis 4wScrape

lab analysis manifest

Makora — NeocloudNo signals

signals 0 · pages 14 · web refs 5desks 0/0/0/0 · latest 10hanalysis 4wScrape

lab analysis manifest

Microsoft — Frontier labNo signals

signals 0 · pages 5,519 · web refs 0desks 0/0/0/0 · latest 10hanalysis Jun 8Scrape

lab analysis manifest

Google (DeepMind / Gemini) — Frontier labNo signals

signals 0 · pages 662 · web refs 6desks 0/0/0/0 · latest 10hanalysis Jun 22Scrape

lab analysis manifest

Baseten — NeocloudNo signals

signals 0 · pages 457 · web refs 2desks 0/0/0/0 · latest 10hanalysis 3wScrape

lab analysis manifest

Moonshot AI (Kimi) — Frontier labNo signals

signals 0 · pages 179 · web refs 0desks 0/0/0/0 · latest 10hanalysis Jun 8Scrape

lab analysis manifest

Cohere — Frontier labNo signals

signals 0 · pages 687 · web refs 3desks 0/0/0/0 · latest 10hanalysis 3wScrape

lab analysis manifest

Qwen (Alibaba Cloud) — Frontier labNo signals

signals 0 · pages 248 · web refs 0desks 0/0/0/0 · latest 10hanalysis Jun 8 · sources 1Scrape

lab analysis manifest

Public AI — NeocloudNo signals

signals 0 · pages 56 · web refs 6desks 0/0/0/0 · latest 10hanalysis 4wScrape

lab analysis manifest

InclusionAI (Ant Group) — NeolabNo signals

signals 0 · pages 161 · web refs 6desks 0/0/0/0 · latest 10hanalysis 3wScrape

lab analysis manifest

SiliconFlow — NeocloudNo signals

signals 0 · pages 168 · web refs 6desks 0/0/0/0 · latest 10hanalysis 4wScrape

lab analysis manifest

Anthropic — Frontier labNo signals

signals 0 · pages 1,704 · web refs 5desks 0/0/0/0 · latest 17hanalysis 3wScrape

lab analysis manifest

Cerebras — NeocloudNo signals

signals 0 · pages 332 · web refs 4desks 0/0/0/0 · latest 21hanalysis 4w · sources 1Scrape

lab analysis manifest

Meta AI (Llama) — Frontier labNo signals

signals 0 · pages 67 · web refs 0desks 0/0/0/0 · latest 1danalysis Jun 8 · sources 1Scrape

lab analysis manifest

Tencent Hunyuan — Frontier labNo signals

signals 0 · pages 116 · web refs 0desks 0/0/0/0 · latest 1danalysis Jun 8Scrape

lab analysis manifest

Amazon (Nova) — Frontier labNo signals

signals 0 · pages 326 · web refs 5desks 0/0/0/0 · latest 2danalysis 3w · sources 1Scrape

lab analysis manifest

xAI — Frontier labNo signals

signals 0 · pages 318 · web refs 0desks 0/0/0/0 · latest 2danalysis Jun 8 · sources 1Scrape

lab analysis manifest

OpenBMB (MiniCPM) — NeolabNo signals

signals 0 · pages 202 · web refs 5desks 0/0/0/0 · latest 2danalysis 4w · sources 1Scrape

lab analysis manifest

Mistral AI — Frontier labNo signals

signals 0 · pages 427 · web refs 0desks 0/0/0/0 · latest 3danalysis Jun 8 · sources 1Scrape

lab analysis manifest

Groq — NeocloudNo signals

signals 0 · pages 199 · web refs 5desks 0/0/0/0 · latest 3danalysis 4wScrape

lab analysis manifest

SambaNova Systems — NeocloudNo signals

signals 0 · pages 104 · web refs 5desks 0/0/0/0 · latest 3danalysis 4wScrape

lab analysis manifest

Xiaomi (MiMo) — NeolabNo signals

signals 0 · pages 47 · web refs 6desks 0/0/0/0 · latest 4danalysis 4w · sources 1Scrape

lab analysis manifest

Novita AI — NeocloudNo signals

signals 0 · pages 82 · web refs 6desks 0/0/0/0 · latest 4danalysis 4wScrape

lab analysis manifest

IBM (Granite) — NeolabNo signals

signals 0 · pages 145 · web refs 5desks 0/0/0/0 · latest 5danalysis 3w · sources 1Scrape

lab analysis manifest

Upstage (Solar) — NeolabNo signals

signals 0 · pages 245 · web refs 6desks 0/0/0/0 · latest 5danalysis 4w · sources 1Scrape

lab analysis manifest

Sarvam AI — NeolabNo signals

signals 0 · pages 123 · web refs 6desks 0/0/0/0 · latest 5danalysis 4wScrape

lab analysis manifest

Nous Research — NeolabNo signals

signals 0 · pages 130 · web refs 6desks 0/0/0/0 · latest 5danalysis 4w · sources 1Scrape

lab analysis manifest

AI21 Labs — NeolabNo signals

signals 0 · pages 216 · web refs 3desks 0/0/0/0 · latest 5danalysis 4w · sources 2Scrape

lab analysis manifest

Baidu (ERNIE) — Frontier labNo signals

signals 0 · pages 393 · web refs 6desks 0/0/0/0 · latest 5danalysis 4wScrape

lab analysis manifest

Arcee AI — NeolabNo signals

signals 0 · pages 222 · web refs 5desks 0/0/0/0 · latest 5danalysis 4wScrape

lab analysis manifest

CompactifAI (Multiverse Computing) — NeocloudNo signals

signals 0 · pages 19 · web refs 3desks 0/0/0/0 · latest 6danalysis 4w · sources 1Scrape

lab analysis manifest

FriendliAI — NeocloudNo signals

signals 0 · pages 118 · web refs 6desks 0/0/0/0 · latest 6danalysis 4wScrape

lab analysis manifest

DeepSeek — Frontier labNo signals

signals 0 · pages 84 · web refs 6desks 0/0/0/0 · latest 1wanalysis 3wScrape

lab analysis manifest

Parasail — NeocloudNo signals

signals 0 · pages 28 · web refs 6desks 0/0/0/0 · latest 1wanalysis 4w · sources 1Scrape

lab analysis manifest

StepFun — NeolabNo signals

signals 0 · pages 65 · web refs 6desks 0/0/0/0 · latest 1wanalysis 4wScrape

lab analysis manifest

MiniMax — Frontier labNo signals

signals 0 · pages 55 · web refs 0desks 0/0/0/0 · latest 1wanalysis Jun 8 · sources 1Scrape

lab analysis manifest

Org	State	Pages	Web refs	Signal desks	Latest input	Analysis	Next
Snowflake (Arctic) — Neocloud	No signals	1,076	4	0/0/0/0	1h	4w	Scrape
Cloudflare (Workers AI) — Neocloud	No signals	1,667	6	0/0/0/0	1h	3w	Scrape
NVIDIA — Frontier lab	No signalssources 1	1,825	0	0/0/0/0	1h	Jun 8	Scrape
CoreWeave — Neocloud	No signals	807	6	0/0/0/0	1h	3w	Scrape
DigitalOcean (GradientAI) — Neocloud	No signals	730	5	0/0/0/0	10h	4w	Scrape
Lightning AI — Neocloud	No signals	280	6	0/0/0/0	10h	4w	Scrape
Nebius — Neocloud	No signals	574	6	0/0/0/0	10h	4w	Scrape
Databricks (DBRX) — Neocloud	No signals	1,610	6	0/0/0/0	10h	4w	Scrape
Fireworks AI — Neocloud	No signals	270	0	0/0/0/0	10h	4w	Scrape
Scaleway — Neocloud	No signals	816	6	0/0/0/0	10h	4w	Scrape
OpenAI — Frontier lab	No signalssources 1	2,767	0	0/0/0/0	10h	Jun 8	Scrape
Reka AI — Neolab	No signals	104	4	0/0/0/0	10h	4w	Scrape
Together AI — Neocloud	No signals	416	4	0/0/0/0	10h	4w	Scrape
Makora — Neocloud	No signals	14	5	0/0/0/0	10h	4w	Scrape
Microsoft — Frontier lab	No signals	5,519	0	0/0/0/0	10h	Jun 8	Scrape
Google (DeepMind / Gemini) — Frontier lab	No signals	662	6	0/0/0/0	10h	Jun 22	Scrape
Baseten — Neocloud	No signals	457	2	0/0/0/0	10h	3w	Scrape
Moonshot AI (Kimi) — Frontier lab	No signals	179	0	0/0/0/0	10h	Jun 8	Scrape
Cohere — Frontier lab	No signals	687	3	0/0/0/0	10h	3w	Scrape
Qwen (Alibaba Cloud) — Frontier lab	No signalssources 1	248	0	0/0/0/0	10h	Jun 8	Scrape
Public AI — Neocloud	No signals	56	6	0/0/0/0	10h	4w	Scrape
InclusionAI (Ant Group) — Neolab	No signals	161	6	0/0/0/0	10h	3w	Scrape
SiliconFlow — Neocloud	No signals	168	6	0/0/0/0	10h	4w	Scrape
Anthropic — Frontier lab	No signals	1,704	5	0/0/0/0	17h	3w	Scrape
Cerebras — Neocloud	No signalssources 1	332	4	0/0/0/0	21h	4w	Scrape
Meta AI (Llama) — Frontier lab	No signalssources 1	67	0	0/0/0/0	1d	Jun 8	Scrape
Tencent Hunyuan — Frontier lab	No signals	116	0	0/0/0/0	1d	Jun 8	Scrape
Amazon (Nova) — Frontier lab	No signalssources 1	326	5	0/0/0/0	2d	3w	Scrape
xAI — Frontier lab	No signalssources 1	318	0	0/0/0/0	2d	Jun 8	Scrape
OpenBMB (MiniCPM) — Neolab	No signalssources 1	202	5	0/0/0/0	2d	4w	Scrape
Mistral AI — Frontier lab	No signalssources 1	427	0	0/0/0/0	3d	Jun 8	Scrape
Groq — Neocloud	No signals	199	5	0/0/0/0	3d	4w	Scrape
SambaNova Systems — Neocloud	No signals	104	5	0/0/0/0	3d	4w	Scrape
Xiaomi (MiMo) — Neolab	No signalssources 1	47	6	0/0/0/0	4d	4w	Scrape
Novita AI — Neocloud	No signals	82	6	0/0/0/0	4d	4w	Scrape
IBM (Granite) — Neolab	No signalssources 1	145	5	0/0/0/0	5d	3w	Scrape
Upstage (Solar) — Neolab	No signalssources 1	245	6	0/0/0/0	5d	4w	Scrape
Sarvam AI — Neolab	No signals	123	6	0/0/0/0	5d	4w	Scrape
Nous Research — Neolab	No signalssources 1	130	6	0/0/0/0	5d	4w	Scrape
AI21 Labs — Neolab	No signalssources 2	216	3	0/0/0/0	5d	4w	Scrape
Baidu (ERNIE) — Frontier lab	No signals	393	6	0/0/0/0	5d	4w	Scrape
Arcee AI — Neolab	No signals	222	5	0/0/0/0	5d	4w	Scrape
CompactifAI (Multiverse Computing) — Neocloud	No signalssources 1	19	3	0/0/0/0	6d	4w	Scrape
FriendliAI — Neocloud	No signals	118	6	0/0/0/0	6d	4w	Scrape
DeepSeek — Frontier lab	No signals	84	6	0/0/0/0	1w	3w	Scrape
Parasail — Neocloud	No signalssources 1	28	6	0/0/0/0	1w	4w	Scrape
StepFun — Neolab	No signals	65	6	0/0/0/0	1w	4w	Scrape
MiniMax — Frontier lab	No signalssources 1	55	0	0/0/0/0	1w	Jun 8	Scrape

Scrape runs

8 of 12snapshot

Jul 28, 2026

duration 1m 37s · sources 32events 3,554 · HN 0failures clear

Jul 28, 2026

duration 1m 32s · sources 32events 3,554 · HN 0failures clear

Jul 28, 2026

duration 1m 31s · sources 32events 3,554 · HN 0failures clear

Jul 28, 2026

duration 27s · sources 33events 818 · HN 0failures clear

Jul 28, 2026

failed

duration 2m 13s · sources 39events 1,444 · HN 0failures 11 · cerebras/careers, minimax/careers, amazon/careers

Jul 28, 2026

duration 4m 4s · sources 61events 6,330 · HN 3failures clear

Jul 28, 2026

duration 1m 31s · sources 32events 3,554 · HN 0failures clear

Jul 28, 2026

duration 1m 53s · sources 32events 3,554 · HN 1failures clear

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
Jul 28, 2026	1m 37s	ok	32	3,554	0	clear
Jul 28, 2026	1m 32s	ok	32	3,554	0	clear
Jul 28, 2026	1m 31s	ok	32	3,554	0	clear
Jul 28, 2026	27s	ok	33	818	0	clear
Jul 28, 2026	2m 13s	failed	39	1,444	0	11 · cerebras/careers, minimax/careers, amazon/careers
Jul 28, 2026	4m 4s	ok	61	6,330	3	clear
Jul 28, 2026	1m 31s	ok	32	3,554	0	clear
Jul 28, 2026	1m 53s	ok	32	3,554	1	clear
4 older runs in snapshot

Source health

142 ok · 11 dead · 7 stale · 5 emptycoverage →

Amazon (Nova) — Frontier labdead

channel Careers · last event —probe failed: Error: gemini: 429

Org	Channel	Status	Last event	Detail
Amazon (Nova) — Frontier lab	Careers	dead	—	probe failed: Error: gemini: 429
Cerebras — Neocloud	Careers	dead	Jun 23	probe failed: Error: greenhouse cerebrassystems: 404
CompactifAI (Multiverse Computing) — Neocloud	Careers	dead	Jun 10	probe failed: Error: gemini: 429
Eigen AI — Neocloud	Careers	dead	Jun 10	probe failed: Error: gemini: 429
IBM (Granite) — Neolab	Careers	dead	—	probe failed: Error: gemini: 429
Inception Labs — Neolab	Careers	dead	—	probe failed: Error: gemini: 429
MiniMax — Frontier lab	Careers	dead	Jun 7	probe failed: Error: gemini: 429
Nous Research — Neolab	Careers	dead	Jun 10	probe failed: Error: gemini: 429
NVIDIA — Frontier lab	Careers	dead	—	probe failed: Error: gemini: 429
Upstage (Solar) — Neolab	Careers	dead	—	probe failed: Error: gemini: 429
Xiaomi (MiMo) — Neolab	Careers	dead	Jun 10	probe failed: Error: gemini: 429
AI21 Labs — Neolab	Models	stale	Jan 6	newest event is older than 180d (channel models)
Blackbox AI — Neocloud	GitHub	stale	Dec 29	newest event is older than 365d (channel github)
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)
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
Eigen AI — Neocloud	GitHub	empty	—	no events observed
GMI Cloud — Neocloud	GitHub	empty	—	no events observed
Mistral AI — Frontier lab	Careers	empty	3w	no events observed
Parasail — Neocloud	Careers	empty	May 5	no events observed
AI21 Labs — Neolab	GitHub	ok	6d	48 event(s), newest 2026-07-22T12:04:55Z
AI21 Labs — Neolab	Writing	ok	1w	131 event(s), newest 2026-07-16T09:45:10.000Z
Amazon (Nova) — Frontier lab	GitHub	ok	1w	128 event(s), newest 2026-07-17T17:37:48Z
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 2026-07-26T08:00:00.000Z
Anthropic — Frontier lab	Careers	ok	16h	100 event(s), newest 2026-07-28T01:41:42.000Z
Anthropic — Frontier lab	GitHub	ok	2d	184 event(s), newest 2026-07-26T01:55:36Z
Anthropic — Frontier lab	Writing	ok	2h	424 event(s), newest 2026-07-28T15:25:50.000Z
Arcee AI — Neolab	Careers	ok	May 22	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
Arcee AI — Neolab	Writing	ok	5d	81 event(s), newest 2026-07-23T11:56:32.000Z
Baidu (ERNIE) — Frontier lab	Careers	ok	1w	28 event(s), newest 2026-07-16T17:14:01.000Z
Baidu (ERNIE) — Frontier lab	GitHub	ok	5d	308 event(s), newest 2026-07-23T04:01:04Z
Baidu (ERNIE) — Frontier lab	Models	ok	Jun 19	30 event(s), newest 2026-06-19T09:40:33.000Z
Baidu (ERNIE) — Frontier lab	Writing	ok	May 9	18 event(s), newest 2026-05-09T00:00:00.000Z
Baseten — Neocloud	Careers	ok	3d	64 event(s), newest 2026-07-24T23:23:23.624Z
Baseten — Neocloud	GitHub	ok	17h	128 event(s), newest 2026-07-28T00:27:16Z
Baseten — Neocloud	Writing	ok	20h	180 event(s), newest 2026-07-27T21:41:19.000Z
ByteDance (Doubao/Seed) — Frontier lab	GitHub	ok	Jun 23	71 event(s), newest 2026-06-23T14:19:39Z
ByteDance (Doubao/Seed) — Frontier lab	Models	ok	3w	30 event(s), newest 2026-07-03T00:07:55.000Z
Cerebras — Neocloud	GitHub	ok	2w	29 event(s), newest 2026-07-14T16:20:32Z
Cerebras — Neocloud	Models	ok	Feb 25	22 event(s), newest 2026-02-25T07:11:20.000Z
Cerebras — Neocloud	Writing	ok	5d	160 event(s), newest 2026-07-23T17:45:28.000Z
Clarifai — Neocloud	GitHub	ok	2w	98 event(s), newest 2026-07-14T06:46:38Z
Cloudflare (Workers AI) — Neocloud	Careers	ok	11h	100 event(s), newest 2026-07-28T06:18:33.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	16h	395 event(s), newest 2026-07-28T01:00:11Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	4h	20 event(s), newest 2026-07-28T13:00:00.000Z
Cohere — Frontier lab	Careers	ok	1d	100 event(s), newest 2026-07-27T03:54:47.938Z
Cohere — Frontier lab	GitHub	ok	23h	140 event(s), newest 2026-07-27T18:30:34Z
Cohere — Frontier lab	Models	ok	Jun 18	30 event(s), newest 2026-06-18T19:44:59.000Z
Cohere — Frontier lab	Writing	ok	1d	250 event(s), newest 2026-07-27T00:00:00.000Z
CompactifAI (Multiverse Computing) — Neocloud	GitHub	ok	Feb 2	4 event(s), newest 2026-02-02T11:31:21Z
CoreWeave — Neocloud	Careers	ok	19h	100 event(s), newest 2026-07-27T22:28:58.000Z
CoreWeave — Neocloud	GitHub	ok	1d	187 event(s), newest 2026-07-27T17:07:12Z
CoreWeave — Neocloud	Writing	ok	2h	100 event(s), newest 2026-07-28T15:03:56.000Z
Databricks (DBRX) — Neocloud	Careers	ok	11h	100 event(s), newest 2026-07-28T06:56:04.000Z
105 more source rows in coverage