What should the onlylabs background agents do next?

Agent operations

Neolab agent command center

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

last scrape 1d34/40 sources healthy 0 analysesdeepseek · deepseek-v4-pro

Agent answer

Neolab agent operations show 13 queued organizations in run now: 13 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 0 generated analysis rows. 6 of 40 sources need attention. Next dispatch: run_analysis_agent for Sarvam AI because evidence exists and no standing analysis is stored. Top signal inspection: Xiaomi (MiMo) - XiaomiMiMo/MiMo-Code with context priority.

Run now13 Needs pages0 Fresh0 No signals0 source issues6

Run now13

Sarvam AI

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

Analysis queue

json →13 shown

All14 Run now13 Needs pages0 Fresh0 No signals1

Sarvam AI — NeolabRun now

signals 106 · pages 106 · web refs 0desks 63/22/7/0 · latest 10hanalysis —Run agent

lab manifest

StepFun — NeolabRun now

signals 65 · pages 64 · web refs 0desks 0/2/33/0 · latest 10hanalysis —Run agent

lab manifest

LG AI Research (EXAONE) — NeolabRun now

signals 86 · pages 79 · web refs 0desks 44/0/21/10 · latest 10hanalysis — · sources 1Run agent

lab manifest

Xiaomi (MiMo) — NeolabRun now

signals 47 · pages 34 · web refs 0desks 12/2/21/0 · latest 10hanalysis —Run agent

lab manifest

AI21 Labs — NeolabRun now

signals 58 · pages 52 · web refs 0desks 0/6/31/0 · latest 13hanalysis — · sources 1Run agent

lab manifest

IBM (Granite) — NeolabRun now

signals 82 · pages 82 · web refs 0desks 0/0/50/6 · latest 13hanalysis — · sources 1Run agent

lab manifest

Upstage (Solar) — NeolabRun now

signals 78 · pages 78 · web refs 0desks 0/11/37/0 · latest 14hanalysis — · sources 1Run agent

lab manifest

InclusionAI (Ant Group) — NeolabRun now

signals 118 · pages 118 · web refs 0desks 0/1/53/20 · latest 14hanalysis —Run agent

lab manifest

Meituan (LongCat) — NeolabRun now

signals 51 · pages 51 · web refs 0desks 0/6/18/0 · latest 14hanalysis —Run agent

lab manifest

OpenBMB (MiniCPM) — NeolabRun now

signals 183 · pages 184 · web refs 0desks 0/2/95/10 · latest 14hanalysis — · sources 1Run agent

lab manifest

Reka AI — NeolabRun now

signals 50 · pages 50 · web refs 0desks 6/7/21/0 · latest 14hanalysis —Run agent

lab manifest

Arcee AI — NeolabRun now

signals 112 · pages 112 · web refs 0desks 2/24/62/0 · latest 14hanalysis —Run agent

lab manifest

Nous Research — NeolabRun now

signals 137 · pages 120 · web refs 0desks 12/46/40/0 · latest 14hanalysis —Run agent

lab manifest

Org	State	Signals	Pages	Signal desks	Latest input	Analysis	Next
Sarvam AI — Neolab	Run now	106	106	63/22/7/0	10h	—	Run agent
StepFun — Neolab	Run now	65	64	0/2/33/0	10h	—	Run agent
LG AI Research (EXAONE) — Neolab	Run nowsources 1	86	79	44/0/21/10	10h	—	Run agent
Xiaomi (MiMo) — Neolab	Run now	47	34	12/2/21/0	10h	—	Run agent
AI21 Labs — Neolab	Run nowsources 1	58	52	0/6/31/0	13h	—	Run agent
IBM (Granite) — Neolab	Run nowsources 1	82	82	0/0/50/6	13h	—	Run agent
Upstage (Solar) — Neolab	Run nowsources 1	78	78	0/11/37/0	14h	—	Run agent
InclusionAI (Ant Group) — Neolab	Run now	118	118	0/1/53/20	14h	—	Run agent
Meituan (LongCat) — Neolab	Run now	51	51	0/6/18/0	14h	—	Run agent
OpenBMB (MiniCPM) — Neolab	Run nowsources 1	183	184	0/2/95/10	14h	—	Run agent
Reka AI — Neolab	Run now	50	50	6/7/21/0	14h	—	Run agent
Arcee AI — Neolab	Run now	112	112	2/24/62/0	14h	—	Run agent
Nous Research — Neolab	Run now	137	120	12/46/40/0	14h	—	Run agent

Scrape runs

snapshot

Jun 10, 2026

duration 9m 58s · sources 154events 10,748 · HN 50failures clear

Jun 9, 2026

duration 2m 2s · sources 153events 10,391 · HN 33failures clear

Jun 8, 2026

duration 1m 55s · sources 153events 10,342 · HN 23failures clear

Jun 7, 2026

duration 1m 14s · sources 153events 10,296 · HN 24failures clear

Jun 6, 2026

duration 59s · sources 151events 10,276 · HN 18failures clear

Jun 6, 2026

duration 1m 25s · sources 151events 10,281 · HN 23failures clear

Jun 6, 2026

duration 57s · sources 151events 10,278 · HN 25failures clear

Started	Dur	Run	Sources	Events	HN	Failures
Jun 10, 2026	9m 58s	ok	154	10,748	50	clear
Jun 9, 2026	2m 2s	ok	153	10,391	33	clear
Jun 8, 2026	1m 55s	ok	153	10,342	23	clear
Jun 7, 2026	1m 14s	ok	153	10,296	24	clear
Jun 6, 2026	59s	ok	151	10,276	18	clear
Jun 6, 2026	1m 25s	ok	151	10,281	23	clear
Jun 6, 2026	57s	ok	151	10,278	25	clear

Source health

34 ok · 2 stale · 4 emptycoverage →

LG AI Research (EXAONE) — Neolabstale

channel Writing · last event Sep 5newest event is older than 90d (channel writing)

lab coverage

OpenBMB (MiniCPM) — Neolabstale

channel Writing · last event Nov 16newest event is older than 90d (channel writing)

lab coverage

AI21 Labs — Neolabempty

channel Careers · last event —no events observed

lab coverage

IBM (Granite) — Neolabempty

channel Careers · last event —no events observed

lab coverage

Inception Labs — Neolabempty

channel Careers · last event —no events observed

lab coverage

Upstage (Solar) — Neolabempty

channel Careers · last event —no events observed

lab coverage

AI21 Labs — Neolabok

channel GitHub · last event 4w45 event(s), newest 2026-05-12T08:34:02Z

lab coverage

AI21 Labs — Neolabok

channel Models · last event Jan 613 event(s), newest 2026-01-06T08:19:07.000Z

lab coverage

Arcee AI — Neolabok

channel Careers · last event 2w2 event(s), newest 2026-05-22T14:15:42.000Z

lab coverage

Arcee AI — Neolabok

channel GitHub · last event Feb 1880 event(s), newest 2026-02-18T06:17:18Z

lab coverage

Arcee AI — Neolabok

channel Models · last event Apr 130 event(s), newest 2026-04-01T03:35:06.000Z

lab coverage

IBM (Granite) — Neolabok

channel GitHub · last event May 146 event(s), newest 2026-05-01T21:41:44Z

lab coverage

IBM (Granite) — Neolabok

channel Models · last event May 130 event(s), newest 2026-05-01T13:39:57.000Z

lab coverage

IBM (Granite) — Neolabok

channel Writing · last event 3d5 event(s), newest 2026-06-08T04:01:00.000Z

lab coverage

InclusionAI (Ant Group) — Neolabok

channel GitHub · last event 1d67 event(s), newest 2026-06-10T02:14:34Z

lab coverage

InclusionAI (Ant Group) — Neolabok

channel Models · last event 3w30 event(s), newest 2026-05-15T02:33:52.000Z

lab coverage

InclusionAI (Ant Group) — Neolabok

channel Writing · last event Apr 120 event(s), newest 2026-04-01T00:00:00.000Z

lab coverage

LG AI Research (EXAONE) — Neolabok

channel Careers · last event 15h43 event(s), newest 2026-06-11T01:57:22.000Z

lab coverage

LG AI Research (EXAONE) — Neolabok

channel GitHub · last event Apr 812 event(s), newest 2026-04-08T03:32:38Z

lab coverage

LG AI Research (EXAONE) — Neolabok

channel Models · last event Apr 420 event(s), newest 2026-04-04T08:34:23.000Z

lab coverage

Meituan (LongCat) — Neolabok

channel GitHub · last event 2w33 event(s), newest 2026-05-26T08:19:36Z

lab coverage

Meituan (LongCat) — Neolabok

channel Models · last event 2w18 event(s), newest 2026-05-22T08:12:09.000Z

lab coverage

Nous Research — Neolabok

channel Careers · last event 1d6 event(s), upstream dates unavailable

lab coverage

Nous Research — Neolabok

channel GitHub · last event 5d95 event(s), newest 2026-06-06T00:55:58Z

lab coverage

Nous Research — Neolabok

channel Models · last event Mar 630 event(s), newest 2026-03-06T21:15:44.000Z

lab coverage

OpenBMB (MiniCPM) — Neolabok

channel GitHub · last event 1d142 event(s), newest 2026-06-10T09:08:12Z

lab coverage

OpenBMB (MiniCPM) — Neolabok

channel Models · last event 1w30 event(s), newest 2026-06-03T09:49:00.000Z

lab coverage

Reka AI — Neolabok

channel Careers · last event 1w6 event(s), newest 2026-05-29T13:59:11.580Z

lab coverage

Reka AI — Neolabok

channel GitHub · last event May 741 event(s), newest 2026-05-07T13:20:01Z

lab coverage

Reka AI — Neolabok

channel Models · last event Mar 113 event(s), newest 2026-03-11T12:53:50.000Z

lab coverage

Sarvam AI — Neolabok

channel Careers · last event 1d59 event(s), newest 2026-06-10T17:13:02.712Z

lab coverage

Sarvam AI — Neolabok

channel GitHub · last event 1w36 event(s), newest 2026-06-04T10:42:39Z

lab coverage

Sarvam AI — Neolabok

channel Models · last event Mar 37 event(s), newest 2026-03-03T13:13:55.000Z

lab coverage

StepFun — Neolabok

channel GitHub · last event 11h35 event(s), newest 2026-06-11T06:32:05Z

lab coverage

StepFun — Neolabok

channel Models · last event 2w30 event(s), newest 2026-05-23T02:13:46.000Z

lab coverage

Upstage (Solar) — Neolabok

channel GitHub · last event 3d55 event(s), newest 2026-06-08T02:36:18Z

lab coverage

Upstage (Solar) — Neolabok

channel Models · last event 2w23 event(s), newest 2026-05-27T03:11:31.000Z

lab coverage

Xiaomi (MiMo) — Neolabok

channel Careers · last event 1d6 event(s), upstream dates unavailable

lab coverage

Xiaomi (MiMo) — Neolabok

channel GitHub · last event 1d15 event(s), newest 2026-06-10T16:05:43Z

lab coverage

Xiaomi (MiMo) — Neolabok

channel Models · last event Apr 2720 event(s), newest 2026-04-27T13:37:38.000Z

lab coverage

Org	Channel	Status	Last event	Detail
LG AI Research (EXAONE) — Neolab	Writing	stale	Sep 5	newest event is older than 90d (channel writing)
OpenBMB (MiniCPM) — Neolab	Writing	stale	Nov 16	newest event is older than 90d (channel writing)
AI21 Labs — Neolab	Careers	empty	—	no events observed
IBM (Granite) — Neolab	Careers	empty	—	no events observed
Inception Labs — Neolab	Careers	empty	—	no events observed
Upstage (Solar) — Neolab	Careers	empty	—	no events observed
AI21 Labs — Neolab	GitHub	ok	4w	45 event(s), newest 2026-05-12T08:34:02Z
AI21 Labs — Neolab	Models	ok	Jan 6	13 event(s), newest 2026-01-06T08:19:07.000Z
Arcee AI — Neolab	Careers	ok	2w	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
IBM (Granite) — Neolab	GitHub	ok	May 1	46 event(s), newest 2026-05-01T21:41:44Z
IBM (Granite) — Neolab	Models	ok	May 1	30 event(s), newest 2026-05-01T13:39:57.000Z
IBM (Granite) — Neolab	Writing	ok	3d	5 event(s), newest 2026-06-08T04:01:00.000Z
InclusionAI (Ant Group) — Neolab	GitHub	ok	1d	67 event(s), newest 2026-06-10T02:14:34Z
InclusionAI (Ant Group) — Neolab	Models	ok	3w	30 event(s), newest 2026-05-15T02:33:52.000Z
InclusionAI (Ant Group) — Neolab	Writing	ok	Apr 1	20 event(s), newest 2026-04-01T00:00:00.000Z
LG AI Research (EXAONE) — Neolab	Careers	ok	15h	43 event(s), newest 2026-06-11T01:57:22.000Z
LG AI Research (EXAONE) — Neolab	GitHub	ok	Apr 8	12 event(s), newest 2026-04-08T03:32:38Z
LG AI Research (EXAONE) — Neolab	Models	ok	Apr 4	20 event(s), newest 2026-04-04T08:34:23.000Z
Meituan (LongCat) — Neolab	GitHub	ok	2w	33 event(s), newest 2026-05-26T08:19:36Z
Meituan (LongCat) — Neolab	Models	ok	2w	18 event(s), newest 2026-05-22T08:12:09.000Z
Nous Research — Neolab	Careers	ok	1d	6 event(s), upstream dates unavailable
Nous Research — Neolab	GitHub	ok	5d	95 event(s), newest 2026-06-06T00:55:58Z
Nous Research — Neolab	Models	ok	Mar 6	30 event(s), newest 2026-03-06T21:15:44.000Z
OpenBMB (MiniCPM) — Neolab	GitHub	ok	1d	142 event(s), newest 2026-06-10T09:08:12Z
OpenBMB (MiniCPM) — Neolab	Models	ok	1w	30 event(s), newest 2026-06-03T09:49:00.000Z
Reka AI — Neolab	Careers	ok	1w	6 event(s), newest 2026-05-29T13:59:11.580Z
Reka AI — Neolab	GitHub	ok	May 7	41 event(s), newest 2026-05-07T13:20:01Z
Reka AI — Neolab	Models	ok	Mar 11	3 event(s), newest 2026-03-11T12:53:50.000Z
Sarvam AI — Neolab	Careers	ok	1d	59 event(s), newest 2026-06-10T17:13:02.712Z
Sarvam AI — Neolab	GitHub	ok	1w	36 event(s), newest 2026-06-04T10:42:39Z
Sarvam AI — Neolab	Models	ok	Mar 3	7 event(s), newest 2026-03-03T13:13:55.000Z
StepFun — Neolab	GitHub	ok	11h	35 event(s), newest 2026-06-11T06:32:05Z
StepFun — Neolab	Models	ok	2w	30 event(s), newest 2026-05-23T02:13:46.000Z
Upstage (Solar) — Neolab	GitHub	ok	3d	55 event(s), newest 2026-06-08T02:36:18Z
Upstage (Solar) — Neolab	Models	ok	2w	23 event(s), newest 2026-05-27T03:11:31.000Z
Xiaomi (MiMo) — Neolab	Careers	ok	1d	6 event(s), upstream dates unavailable
Xiaomi (MiMo) — Neolab	GitHub	ok	1d	15 event(s), newest 2026-06-10T16:05:43Z
Xiaomi (MiMo) — Neolab	Models	ok	Apr 27	20 event(s), newest 2026-04-27T13:37:38.000Z

Queue router

reset →

Signal triage

feed →json →

Xiaomi (MiMo)context26

XiaomiMiMo/MiMo-Code

repo signaljson evidence

Xiaomi (MiMo)context20

XiaomiMiMo/MiMo-Code v0.1.0

release signaljson evidence

StepFuncontext17

stepfun-ai/Step-Realtime-CLI v0.1.0

release signaljson evidence

IBM (Granite)context16

New IBM Study Finds CIOs and CTOs Face Growing AI Control Gap as Enterprise Deployment Scales

talking signaljson evidence

Nous Researchcontext16

NousResearch/hermes-agent v2026.6.5

release signaljson evidence

InclusionAI (Ant Group)context14

inclusionAI/humming v0.1.5

release signaljson evidence

Dispatch plan

manifest →

Run now13 targets

Sarvam AIsig 106 · pages 10610h

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

StepFunsig 65 · pages 6410h

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

LG AI Research (EXAONE)sig 86 · pages 79 · src 110h

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

Xiaomi (MiMo)sig 47 · pages 3410h

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

Ops handoff

manifest →

Run the onlylabs background-agent loop for Neolab: scrape public sources, capture readable pages, inspect ranked signal details, and refresh DeepSeek/deepagents analyses. Latest recorded scrape run started at 2026-06-10T09:18:34.671+00:00. 6 source issues, 0 page-capture targets, and 13 runnable analysis targets are visible.

Protected API endpoints and bearer secrets are intentionally omitted from public JSON. Use the authenticated npm runners from an operator environment with the required env vars.

scrape sources2 env

npm run scrape:sources -- --url <app-url>

run analysis agent4 env

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

signals coverage analysis category

Analysis coverage

json →

0 generated analyses in the archive, citing 0 evidence refs and 0 Exa web refs — written by deepseek / deepseek-v4-pro.

Analysis freshness

No generated analyses yet.