What should the onlylabs background agents do next?

Agent operations

Neolab agent command center

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

last scrape 38m35/45 sources healthy 14 analysesdeepseek · deepseek-v4-pro

Agent answer

Neolab agent operations show 5 queued organizations in fresh: 0 runnable analyses, 0 page-capture targets, 0 scrape-repair targets, and 5 fresh monitors. DeepSeek v4 pro via deepagents is the dominant standing analysis path across 14 generated analysis rows. 10 of 45 sources need attention. Next dispatch: monitor for IBM (Granite) because stored analysis is current against the newest captured page or signal. Top signal inspection: OpenBMB (MiniCPM) - openbmb/JustRL-II-base-model with context priority.

Run now0 Needs pages0 Fresh5 No signals0 source issues10

Fresh5

IBM (Granite)

Analysis queue

json →5 shown

All14 Run now9 Needs pages0 Fresh5 No signals0

IBM (Granite) — NeolabFresh

signals 254 · pages 247 · web refs 6desks 0/0/182/43 · latest 1danalysis 19h · sources 1Monitor

lab analysis manifest

Inception Labs — NeolabFresh

signals 25 · pages 25 · web refs 6desks 0/0/0/25 · latest 3danalysis 2d · sources 1Monitor

lab analysis manifest

Arcee AI — NeolabFresh

signals 241 · pages 241 · web refs 1desks 2/25/89/100 · latest 1wanalysis 1wMonitor

lab analysis manifest

AI21 Labs — NeolabFresh

signals 240 · pages 235 · web refs 6desks 0/9/78/132 · latest 3wanalysis 3w · sources 2Monitor

lab analysis manifest

Meituan (LongCat) — NeolabFresh

signals 57 · pages 57 · web refs 5desks 0/6/20/0 · latest Aug 1analysis Aug 7Monitor

lab analysis manifest

Org	State	Signals	Pages	Web refs	Signal desks	Latest input	Analysis	Next
IBM (Granite) — Neolab	Freshsources 1	254	247	6	0/0/182/43	1d	19h	Monitor
Inception Labs — Neolab	Freshsources 1	25	25	6	0/0/0/25	3d	2d	Monitor
Arcee AI — Neolab	Fresh	241	241	1	2/25/89/100	1w	1w	Monitor
AI21 Labs — Neolab	Freshsources 2	240	235	6	0/9/78/132	3w	3w	Monitor
Meituan (LongCat) — Neolab	Fresh	57	57	5	0/6/20/0	Aug 1	Aug 7	Monitor

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

35 ok · 1 dead · 6 stale · 3 emptycoverage →

Upstage (Solar) — Neolabdead

channel Careers · last event —probe failed: TimeoutError: The operation was aborted due to timeout

Org	Channel	Status	Last event	Detail
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)
InclusionAI (Ant Group) — Neolab	Writing	stale	Jun 1	newest event is older than 90d (channel writing)
Nous Research — Neolab	Models	stale	Mar 6	newest event is older than 180d (channel models)
OpenBMB (MiniCPM) — Neolab	Writing	stale	Nov 16	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)
AI21 Labs — Neolab	Careers	empty	—	no events observed
IBM (Granite) — Neolab	Careers	empty	—	no events observed
Inception Labs — Neolab	Careers	empty	—	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
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
IBM (Granite) — Neolab	GitHub	ok	2w	44 event(s), newest 2026-08-28T21:25:54Z
IBM (Granite) — Neolab	Models	ok	1w	30 event(s), newest 2026-09-01T20:59:34.000Z
IBM (Granite) — Neolab	Writing	ok	1d	5 event(s), newest 2026-09-10T12:00:00.000Z
Inception Labs — Neolab	Writing	ok	—	25 event(s), upstream dates unavailable
InclusionAI (Ant Group) — Neolab	GitHub	ok	1d	110 event(s), newest 2026-09-10T20:29:54Z
InclusionAI (Ant Group) — Neolab	Models	ok	5d	30 event(s), newest 2026-09-06T05:08:15.000Z
LG AI Research (EXAONE) — Neolab	Careers	ok	22h	40 event(s), newest 2026-09-11T06:29:09.000Z
LG AI Research (EXAONE) — Neolab	GitHub	ok	Jul 29	13 event(s), newest 2026-07-29T16:31:31Z
LG AI Research (EXAONE) — Neolab	Models	ok	Jul 30	22 event(s), newest 2026-07-30T08:48:54.000Z
LG AI Research (EXAONE) — Neolab	Writing	ok	Jun 26	10 event(s), newest 2026-06-26T03:21:01.000Z
Meituan (LongCat) — Neolab	GitHub	ok	Jun 29	37 event(s), newest 2026-06-29T12:46:02Z
Meituan (LongCat) — Neolab	Models	ok	Jul 31	20 event(s), newest 2026-07-31T09:53:45.000Z
Nous Research — Neolab	Careers	ok	Jun 10	10 event(s), upstream dates unavailable
Nous Research — Neolab	GitHub	ok	1d	105 event(s), newest 2026-09-10T11:10:00Z
OpenBMB (MiniCPM) — Neolab	GitHub	ok	1d	162 event(s), newest 2026-09-10T08:30:33Z
OpenBMB (MiniCPM) — Neolab	Models	ok	4d	30 event(s), newest 2026-09-07T08:25:05.000Z
Reka AI — Neolab	Careers	ok	4w	9 event(s), newest 2026-08-14T23:07:46.839Z
Reka AI — Neolab	GitHub	ok	Jun 25	44 event(s), newest 2026-06-25T14:15:42Z
Reka AI — Neolab	Writing	ok	—	52 event(s), upstream dates unavailable
Sarvam AI — Neolab	Careers	ok	1d	62 event(s), newest 2026-09-11T04:31:49.652Z
Sarvam AI — Neolab	GitHub	ok	3d	26 event(s), newest 2026-09-08T08:30:01Z
StepFun — Neolab	GitHub	ok	Jun 11	35 event(s), newest 2026-06-11T06:32:05Z
StepFun — Neolab	Models	ok	May 23	30 event(s), newest 2026-05-23T02:13:46.000Z
Upstage (Solar) — Neolab	GitHub	ok	Jul 31	58 event(s), newest 2026-07-31T07:39:20Z
Upstage (Solar) — Neolab	Models	ok	Jul 22	24 event(s), newest 2026-07-22T02:40:42.000Z
Upstage (Solar) — Neolab	Writing	ok	5d	160 event(s), newest 2026-09-07T01:39:11.244Z
Xiaomi (MiMo) — Neolab	Careers	ok	Jun 10	6 event(s), upstream dates unavailable
Xiaomi (MiMo) — Neolab	GitHub	ok	1w	20 event(s), newest 2026-09-02T08:53:47Z
Xiaomi (MiMo) — Neolab	Models	ok	Jul 3	21 event(s), newest 2026-07-03T11:18:28.000Z