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 41m137/165 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. 28 of 165 sources need attention. Next dispatch: scrape_sources for AI21 Labs because no public signals are stored for this org yet. Top signal inspection: OpenAI - Perplexity trusts GPT-6 Astra with end-to-end systems with watch priority.

Run now0 Needs pages0 Fresh0 No signals62 source issues28

No signals62

AI21 Labs

Analysis queue

json →62 shown

All62 Run now0 Needs pages0 Fresh0 No signals62

AI21 Labs — NeolabNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 2Scrape

lab manifest

Amazon (Nova) — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Anthropic — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Arcee AI — NeolabNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Baidu (ERNIE) — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Baseten — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Blackbox AI — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

ByteDance (Doubao/Seed) — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Cerebras — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 2Scrape

lab manifest

Clarifai — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Cloudflare (Workers AI) — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Cohere — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

CompactifAI (Multiverse Computing) — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

CoreWeave — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Databricks (DBRX) — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

DeepInfra — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

DeepSeek — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

DigitalOcean (GradientAI) — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Eigen AI — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Fireworks AI — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

FriendliAI — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

GMI Cloud — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Google (DeepMind / Gemini) — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Groq — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Hyperbolic — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

IBM (Granite) — NeolabNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Inception Labs — NeolabNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

InclusionAI (Ant Group) — NeolabNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

LG AI Research (EXAONE) — NeolabNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Lightning AI — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Makora — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Meituan (LongCat) — NeolabNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Meta AI (Llama) — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Microsoft — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

MiniMax — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Mistral AI — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Moonshot AI (Kimi) — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Nebius — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Nous Research — NeolabNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Novita AI — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

NVIDIA — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

OpenAI — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

OpenBMB (MiniCPM) — NeolabNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Parasail — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Public AI — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Qwen (Alibaba Cloud) — Frontier labNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Reka AI — NeolabNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis — · sources 1Scrape

lab manifest

Replicate — NeocloudNo signals

signals 0 · pages 0 · web refs 0desks 0/0/0/0 · latest —analysis —Scrape

lab manifest

Org	State	Signal desks	Latest input	Analysis	Next
AI21 Labs — Neolab	No signalssources 2	0/0/0/0	—	—	Scrape
Amazon (Nova) — Frontier lab	No signalssources 1	0/0/0/0	—	—	Scrape
Anthropic — Frontier lab	No signals	0/0/0/0	—	—	Scrape
Arcee AI — Neolab	No signals	0/0/0/0	—	—	Scrape
Baidu (ERNIE) — Frontier lab	No signalssources 1	0/0/0/0	—	—	Scrape
Baseten — Neocloud	No signals	0/0/0/0	—	—	Scrape
Blackbox AI — Neocloud	No signalssources 1	0/0/0/0	—	—	Scrape
ByteDance (Doubao/Seed) — Frontier lab	No signals	0/0/0/0	—	—	Scrape
Cerebras — Neocloud	No signalssources 2	0/0/0/0	—	—	Scrape
Clarifai — Neocloud	No signals	0/0/0/0	—	—	Scrape
Cloudflare (Workers AI) — Neocloud	No signals	0/0/0/0	—	—	Scrape
Cohere — Frontier lab	No signals	0/0/0/0	—	—	Scrape
CompactifAI (Multiverse Computing) — Neocloud	No signals	0/0/0/0	—	—	Scrape
CoreWeave — Neocloud	No signals	0/0/0/0	—	—	Scrape
Databricks (DBRX) — Neocloud	No signals	0/0/0/0	—	—	Scrape
DeepInfra — Neocloud	No signals	0/0/0/0	—	—	Scrape
DeepSeek — Frontier lab	No signals	0/0/0/0	—	—	Scrape
DigitalOcean (GradientAI) — Neocloud	No signals	0/0/0/0	—	—	Scrape
Eigen AI — Neocloud	No signalssources 1	0/0/0/0	—	—	Scrape
Fireworks AI — Neocloud	No signalssources 1	0/0/0/0	—	—	Scrape
FriendliAI — Neocloud	No signals	0/0/0/0	—	—	Scrape
GMI Cloud — Neocloud	No signalssources 1	0/0/0/0	—	—	Scrape
Google (DeepMind / Gemini) — Frontier lab	No signalssources 1	0/0/0/0	—	—	Scrape
Groq — Neocloud	No signals	0/0/0/0	—	—	Scrape
Hyperbolic — Neocloud	No signals	0/0/0/0	—	—	Scrape
IBM (Granite) — Neolab	No signalssources 1	0/0/0/0	—	—	Scrape
Inception Labs — Neolab	No signalssources 1	0/0/0/0	—	—	Scrape
InclusionAI (Ant Group) — Neolab	No signalssources 1	0/0/0/0	—	—	Scrape
LG AI Research (EXAONE) — Neolab	No signals	0/0/0/0	—	—	Scrape
Lightning AI — Neocloud	No signals	0/0/0/0	—	—	Scrape
Makora — Neocloud	No signals	0/0/0/0	—	—	Scrape
Meituan (LongCat) — Neolab	No signals	0/0/0/0	—	—	Scrape
Meta AI (Llama) — Frontier lab	No signalssources 1	0/0/0/0	—	—	Scrape
Microsoft — Frontier lab	No signals	0/0/0/0	—	—	Scrape
MiniMax — Frontier lab	No signalssources 1	0/0/0/0	—	—	Scrape
Mistral AI — Frontier lab	No signalssources 1	0/0/0/0	—	—	Scrape
Moonshot AI (Kimi) — Frontier lab	No signals	0/0/0/0	—	—	Scrape
Nebius — Neocloud	No signals	0/0/0/0	—	—	Scrape
Nous Research — Neolab	No signalssources 1	0/0/0/0	—	—	Scrape
Novita AI — Neocloud	No signals	0/0/0/0	—	—	Scrape
NVIDIA — Frontier lab	No signalssources 1	0/0/0/0	—	—	Scrape
OpenAI — Frontier lab	No signalssources 1	0/0/0/0	—	—	Scrape
OpenBMB (MiniCPM) — Neolab	No signalssources 1	0/0/0/0	—	—	Scrape
Parasail — Neocloud	No signalssources 1	0/0/0/0	—	—	Scrape
Public AI — Neocloud	No signals	0/0/0/0	—	—	Scrape
Qwen (Alibaba Cloud) — Frontier lab	No signalssources 1	0/0/0/0	—	—	Scrape
Reka AI — Neolab	No signalssources 1	0/0/0/0	—	—	Scrape
Replicate — Neocloud	No signals	0/0/0/0	—	—	Scrape

Scrape runs

8 of 12snapshot

Sep 12, 2026

duration 2m 6s · sources 32events 3,673 · HN 0failures clear

Sep 12, 2026

duration 2m 7s · sources 32events 3,671 · HN 0failures clear

Sep 11, 2026

duration 2m 34s · sources 32events 3,671 · HN 1failures clear

Sep 11, 2026

duration 2m 8s · sources 32events 3,670 · HN 0failures clear

Sep 11, 2026

duration 1m 54s · sources 32events 3,669 · HN 0failures clear

Sep 11, 2026

duration 1m 42s · sources 32events 3,669 · HN 0failures clear

Sep 11, 2026

duration 44s · sources 33events 823 · HN 0failures clear

Sep 11, 2026

failed

duration 4m 21s · sources 39events 1,492 · HN 0failures 4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
Sep 12, 2026	2m 6s	ok	32	3,673	0	clear
Sep 12, 2026	2m 7s	ok	32	3,671	0	clear
Sep 11, 2026	2m 34s	ok	32	3,671	1	clear
Sep 11, 2026	2m 8s	ok	32	3,670	0	clear
Sep 11, 2026	1m 54s	ok	32	3,669	0	clear
Sep 11, 2026	1m 42s	ok	32	3,669	0	clear
Sep 11, 2026	44s	ok	33	823	0	clear
Sep 11, 2026	4m 21s	failed	39	1,492	0	4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers
4 older runs in snapshot

Source health

137 ok · 4 dead · 14 stale · 10 emptycoverage →

Cerebras — Neoclouddead

channel Careers · last event Jun 23probe failed: Error: greenhouse cerebrassystems: 404

Org	Channel	Status	Last event	Detail
Cerebras — Neocloud	Careers	dead	Jun 23	probe failed: Error: greenhouse cerebrassystems: 404
Fireworks AI — Neocloud	Careers	dead	Jul 31	probe failed: Error: greenhouse fireworksai: 404
Google (DeepMind / Gemini) — Frontier lab	Careers	dead	May 28	probe failed: Error: greenhouse deepmind: 404
Upstage (Solar) — Neolab	Careers	dead	—	probe failed: TimeoutError: The operation was aborted due to timeout
AI21 Labs — Neolab	Models	stale	Jan 6	newest event is older than 180d (channel models)
Baidu (ERNIE) — Frontier lab	Writing	stale	May 9	newest event is older than 90d (channel writing)
Blackbox AI — Neocloud	GitHub	stale	Dec 29	newest event is older than 365d (channel github)
Cerebras — Neocloud	Models	stale	Feb 25	newest event is older than 180d (channel models)
InclusionAI (Ant Group) — Neolab	Writing	stale	Jun 1	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)
Nous Research — Neolab	Models	stale	Mar 6	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)
Reka AI — Neolab	Models	stale	Mar 11	newest event is older than 180d (channel models)
Sarvam AI — Neolab	Models	stale	Mar 3	newest event is older than 180d (channel models)
Together AI — Neocloud	Models	stale	Feb 19	newest event is older than 180d (channel models)
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	Jun 7	no events observed
Mistral AI — Frontier lab	Careers	empty	Jul 5	no events observed
NVIDIA — Frontier lab	Careers	empty	—	no events observed
Parasail — Neocloud	Careers	empty	May 5	no events observed
AI21 Labs — Neolab	GitHub	ok	4w	49 event(s), newest 2026-08-11T06:13:40Z
AI21 Labs — Neolab	Writing	ok	3w	132 event(s), newest 2026-08-20T10:41:58.000Z
Amazon (Nova) — Frontier lab	GitHub	ok	3d	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	1d	25 event(s), newest 2026-09-10T15:03:39.000Z
Anthropic — Frontier lab	Careers	ok	1d	100 event(s), newest 2026-09-11T04:05:31.000Z
Anthropic — Frontier lab	GitHub	ok	1d	189 event(s), newest 2026-09-10T23:10:15Z
Anthropic — Frontier lab	Writing	ok	11h	443 event(s), newest 2026-09-11T16:58:57.000Z
Arcee AI — Neolab	Careers	ok	May 22	2 event(s), newest 2026-05-22T14:15:42.000Z
Arcee AI — Neolab	GitHub	ok	1w	87 event(s), newest 2026-08-29T16:57:03Z
Arcee AI — Neolab	Models	ok	Apr 1	30 event(s), newest 2026-04-01T03:35:06.000Z
Arcee AI — Neolab	Writing	ok	4w	84 event(s), newest 2026-08-13T17:25:38.000Z
Baidu (ERNIE) — Frontier lab	Careers	ok	2w	25 event(s), newest 2026-08-27T21:32:20.000Z
Baidu (ERNIE) — Frontier lab	GitHub	ok	3w	309 event(s), newest 2026-08-19T10:11:29Z
Baidu (ERNIE) — Frontier lab	Models	ok	Jun 19	30 event(s), newest 2026-06-19T09:40:33.000Z
Baseten — Neocloud	Careers	ok	1d	96 event(s), newest 2026-09-10T21:30:54.723Z
Baseten — Neocloud	GitHub	ok	22h	134 event(s), newest 2026-09-11T05:44:36Z
Baseten — Neocloud	Writing	ok	6h	180 event(s), newest 2026-09-11T22:01:37.000Z
ByteDance (Doubao/Seed) — Frontier lab	GitHub	ok	3d	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
Cerebras — Neocloud	GitHub	ok	Jul 14	28 event(s), newest 2026-07-14T16:20:32Z
Cerebras — Neocloud	Writing	ok	1w	160 event(s), newest 2026-08-31T23:05:04.000Z
Clarifai — Neocloud	GitHub	ok	Jul 14	98 event(s), newest 2026-07-14T06:46:38Z
Cloudflare (Workers AI) — Neocloud	Careers	ok	1d	100 event(s), newest 2026-09-11T01:40:16.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	1d	405 event(s), newest 2026-09-11T01:05:23Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	15h	20 event(s), newest 2026-09-11T13:00:00.000Z
Cohere — Frontier lab	Careers	ok	1d	100 event(s), newest 2026-09-11T02:02:46.540Z
Cohere — Frontier lab	GitHub	ok	1d	148 event(s), newest 2026-09-10T16:39:35Z
Cohere — Frontier lab	Models	ok	3d	30 event(s), newest 2026-09-08T15:11:52.000Z
Cohere — Frontier lab	Writing	ok	1d	250 event(s), newest 2026-09-11T00:00:00.000Z
CompactifAI (Multiverse Computing) — Neocloud	Careers	ok	Jun 10	1 event(s), upstream dates unavailable
CompactifAI (Multiverse Computing) — Neocloud	GitHub	ok	Aug 3	5 event(s), newest 2026-08-03T13:09:50Z
105 more source rows in coverage