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 3h133/165 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. 32 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 - Greptile takes bug detection beyond code review with GPT-6 Astra with watch priority.

Run now0 Needs pages0 Fresh0 No signals62 source issues32

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 1Scrape

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 — · sources 2Scrape

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 2Scrape

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 2Scrape

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 — · sources 1Scrape

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 2Scrape

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 —Scrape

lab manifest

Replicate — NeocloudNo signals

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

lab manifest

Org	State	Signal desks	Latest input	Analysis	Next
AI21 Labs — Neolab	No signalssources 1	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 signalssources 2	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 2	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 2	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 signalssources 1	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 2	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 signals	0/0/0/0	—	—	Scrape
Replicate — Neocloud	No signalssources 1	0/0/0/0	—	—	Scrape

Scrape runs

8 of 12snapshot

Oct 27, 2026

failed

duration 2m 10s · sources 32events 3,719 · HN 0failures 1 · google-deepmind/writing

Oct 27, 2026

failed

duration 2m 59s · sources 32events 3,809 · HN 2failures 1 · microsoft/writing

Oct 26, 2026

duration 2m 35s · sources 32events 3,816 · HN 1failures clear

Oct 26, 2026

duration 2m 41s · sources 32events 3,812 · HN 1failures clear

Oct 26, 2026

failed

duration 2m 26s · sources 32events 3,710 · HN 0failures 1 · google-deepmind/writing

Oct 26, 2026

failed

duration 2m 14s · sources 32events 3,800 · HN 0failures 1 · microsoft/writing

Oct 26, 2026

duration 46s · sources 33events 826 · HN 0failures clear

Oct 26, 2026

failed

duration 3m 49s · sources 39events 1,514 · HN 0failures 4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
Oct 27, 2026	2m 10s	failed	32	3,719	0	1 · google-deepmind/writing
Oct 27, 2026	2m 59s	failed	32	3,809	2	1 · microsoft/writing
Oct 26, 2026	2m 35s	ok	32	3,816	1	clear
Oct 26, 2026	2m 41s	ok	32	3,812	1	clear
Oct 26, 2026	2m 26s	failed	32	3,710	0	1 · google-deepmind/writing
Oct 26, 2026	2m 14s	failed	32	3,800	0	1 · microsoft/writing
Oct 26, 2026	46s	ok	33	826	0	clear
Oct 26, 2026	3m 49s	failed	39	1,514	0	4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers
4 older runs in snapshot

Source health

133 ok · 5 dead · 16 stale · 11 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
Google (DeepMind / Gemini) — Frontier lab	Writing	dead	4d	probe failed: Error: Non-whitespace before first tag. Line: 0 Column: 1 Char:
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)
Arcee AI — Neolab	Models	stale	Apr 1	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)
LG AI Research (EXAONE) — Neolab	Writing	stale	Jun 26	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	Jul 27	newest event is older than 90d (channel writing)
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)
Replicate — Neocloud	Writing	stale	Apr 15	newest event is older than 90d (channel writing)
Sarvam AI — Neolab	Models	stale	Mar 3	newest event is older than 180d (channel models)
xAI — Frontier lab	Models	stale	Aug 22	newest event is older than 180d (channel models)
Amazon (Nova) — Frontier lab	Careers	empty	—	no events observed
Arcee AI — Neolab	Careers	empty	May 22	no events observed
Eigen AI — Neocloud	Careers	empty	Jun 10	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	Careers	ok	—	3 event(s), upstream dates unavailable
AI21 Labs — Neolab	GitHub	ok	1w	49 event(s), newest 2026-10-18T08:26:02Z
AI21 Labs — Neolab	Writing	ok	18h	138 event(s), newest 2026-10-26T13:02:26.000Z
Amazon (Nova) — Frontier lab	GitHub	ok	3d	130 event(s), newest 2026-10-23T22:06:22Z
Amazon (Nova) — Frontier lab	Models	ok	1w	30 event(s), newest 2026-10-14T17:31:01.000Z
Amazon (Nova) — Frontier lab	Writing	ok	3d	25 event(s), newest 2026-10-23T15:20:02.000Z
Anthropic — Frontier lab	Careers	ok	1d	100 event(s), newest 2026-10-26T00:37:52.000Z
Anthropic — Frontier lab	GitHub	ok	9h	189 event(s), newest 2026-10-26T21:55:05Z
Anthropic — Frontier lab	Writing	ok	16h	487 event(s), newest 2026-10-26T15:04:18.000Z
Arcee AI — Neolab	GitHub	ok	6d	88 event(s), newest 2026-10-20T11:48:50Z
Arcee AI — Neolab	Writing	ok	4d	36 event(s), newest 2026-10-23T00:17:42.000Z
Baidu (ERNIE) — Frontier lab	Careers	ok	1w	28 event(s), newest 2026-10-19T23:11:41.000Z
Baidu (ERNIE) — Frontier lab	GitHub	ok	1w	305 event(s), newest 2026-10-14T06:41:58Z
Baidu (ERNIE) — Frontier lab	Models	ok	Jun 19	30 event(s), newest 2026-06-19T09:40:33.000Z
Baseten — Neocloud	Careers	ok	3d	100 event(s), newest 2026-10-23T19:16:40.018Z
Baseten — Neocloud	GitHub	ok	3d	150 event(s), newest 2026-10-23T21:39:44Z
Baseten — Neocloud	Writing	ok	9h	180 event(s), newest 2026-10-26T21:23:55.000Z
ByteDance (Doubao/Seed) — Frontier lab	GitHub	ok	3w	75 event(s), newest 2026-09-30T14:28:41Z
ByteDance (Doubao/Seed) — Frontier lab	Models	ok	Jul 3	30 event(s), newest 2026-07-03T00:07:55.000Z
Cerebras — Neocloud	GitHub	ok	3w	29 event(s), newest 2026-10-05T19:17:02Z
Cerebras — Neocloud	Writing	ok	9h	160 event(s), newest 2026-10-26T22:03:52.000Z
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 2026-10-26T05:51:25.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	4h	405 event(s), newest 2026-10-27T02:05:50Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	9h	20 event(s), newest 2026-10-26T22:01:23.000Z
Cohere — Frontier lab	Careers	ok	3d	100 event(s), newest 2026-10-23T21:19:34.820Z
Cohere — Frontier lab	GitHub	ok	15h	150 event(s), newest 2026-10-26T15:55:50Z
Cohere — Frontier lab	Models	ok	Sep 8	30 event(s), newest 2026-09-08T15:11:52.000Z
105 more source rows in coverage