What should the onlylabs background agents do next?

Agent operations

Neocloud agent command center

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

last scrape 2h56/64 sources healthy 30 analysesdeepseek · deepseek-v4-pro

Agent answer

Neocloud agent operations show 7 queued organizations in fresh: 0 runnable analyses, 0 page-capture targets, 0 scrape-repair targets, and 7 fresh monitors. DeepSeek v4 pro via deepagents is the dominant standing analysis path across 30 generated analysis rows. 8 of 64 sources need attention. Next dispatch: monitor for Baseten because stored analysis is current against the newest captured page or signal. Top signal inspection: CoreWeave - Kimi K2.7 Code Now Available on Serverless Inference with Leading Benchmark Price-Performance with watch priority.

Run now0 Needs pages0 Fresh7 No signals0 source issues8

Fresh7

Baseten

Analysis queue

json →7 shown

All30 Run now23 Needs pages0 Fresh7 No signals0

Baseten — NeocloudFresh

signals 601 · pages 566 · web refs 5desks 137/68/103/245 · latest 15hanalysis 13hMonitor

lab analysis manifest

Cerebras — NeocloudFresh

signals 338 · pages 339 · web refs 6desks 107/8/38/169 · latest 1wanalysis 1w · sources 2Monitor

lab analysis manifest

Clarifai — NeocloudFresh

signals 387 · pages 241 · web refs 4desks 0/8/348/0 · latest 2wanalysis 2wMonitor

lab analysis manifest

Wafer — NeocloudFresh

signals 9 · pages 9 · web refs 6desks 0/3/0/0 · latest Jun 11analysis Jun 27Monitor

lab analysis manifest

StreamLake (Kuaishou) — NeocloudFresh

signals 4 · pages 4 · web refs 6desks 0/1/0/0 · latest Jun 11analysis Jun 27Monitor

lab analysis manifest

Blackbox AI — NeocloudFresh

signals 7 · pages 2 · web refs 6desks 6/0/0/0 · latest Jun 11analysis Jun 27 · sources 1Monitor

lab analysis manifest

GMI Cloud — NeocloudFresh

signals 9 · pages 1 · web refs 6desks 9/0/0/0 · latest Jun 11analysis Jun 27 · sources 1Monitor

lab analysis manifest

Org	State	Signals	Pages	Web refs	Signal desks	Latest input	Analysis	Next
Baseten — Neocloud	Fresh	601	566	5	137/68/103/245	15h	13h	Monitor
Cerebras — Neocloud	Freshsources 2	338	339	6	107/8/38/169	1w	1w	Monitor
Clarifai — Neocloud	Fresh	387	241	4	0/8/348/0	2w	2w	Monitor
Wafer — Neocloud	Fresh	9	9	6	0/3/0/0	Jun 11	Jun 27	Monitor
StreamLake (Kuaishou) — Neocloud	Fresh	4	4	6	0/1/0/0	Jun 11	Jun 27	Monitor
Blackbox AI — Neocloud	Freshsources 1	7	2	6	6/0/0/0	Jun 11	Jun 27	Monitor
GMI Cloud — Neocloud	Freshsources 1	9	1	6	9/0/0/0	Jun 11	Jun 27	Monitor

Scrape runs

8 of 12snapshot

Sep 12, 2026

duration 1m 44s · sources 32events 3,673 · HN 0failures clear

Sep 12, 2026

duration 1m 56s · sources 32events 3,673 · HN 0failures clear

Sep 12, 2026

duration 1m 41s · sources 32events 3,673 · HN 0failures clear

Sep 12, 2026

duration 1m 23s · sources 32events 3,673 · HN 0failures clear

Sep 12, 2026

duration 20s · sources 33events 823 · HN 0failures clear

Sep 12, 2026

failed

duration 3m 46s · sources 39events 1,493 · HN 0failures 4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers

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

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
Sep 12, 2026	1m 44s	ok	32	3,673	0	clear
Sep 12, 2026	1m 56s	ok	32	3,673	0	clear
Sep 12, 2026	1m 41s	ok	32	3,673	0	clear
Sep 12, 2026	1m 23s	ok	32	3,673	0	clear
Sep 12, 2026	20s	ok	33	823	0	clear
Sep 12, 2026	3m 46s	failed	39	1,493	0	4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers
Sep 12, 2026	2m 6s	ok	32	3,673	0	clear
Sep 12, 2026	2m 7s	ok	32	3,671	0	clear
4 older runs in snapshot

Source health

56 ok · 2 dead · 3 stale · 3 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
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)
Together AI — Neocloud	Models	stale	Feb 19	newest event is older than 180d (channel models)
Eigen AI — Neocloud	GitHub	empty	—	no events observed
GMI Cloud — Neocloud	GitHub	empty	—	no events observed
Parasail — Neocloud	Careers	empty	May 5	no events observed
Baseten — Neocloud	Careers	ok	2d	94 event(s), newest 2026-09-10T21:30:54.723Z
Baseten — Neocloud	GitHub	ok	1d	134 event(s), newest 2026-09-11T20:11:24Z
Baseten — Neocloud	Writing	ok	1d	180 event(s), newest 2026-09-11T22:01:37.000Z
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	23h	100 event(s), newest 2026-09-11T22:41:35.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	21h	406 event(s), newest 2026-09-12T01:04:46Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	1d	20 event(s), newest 2026-09-11T13:00:00.000Z
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
CoreWeave — Neocloud	Careers	ok	22h	100 event(s), newest 2026-09-11T23:21:27.000Z
CoreWeave — Neocloud	GitHub	ok	1d	182 event(s), newest 2026-09-11T16:13:41Z
CoreWeave — Neocloud	Writing	ok	2h	100 event(s), newest 2026-09-12T19:24:20.000Z
Databricks (DBRX) — Neocloud	Careers	ok	15h	100 event(s), newest 2026-09-12T07:00:00.000Z
Databricks (DBRX) — Neocloud	GitHub	ok	1d	283 event(s), newest 2026-09-11T17:50:53Z
Databricks (DBRX) — Neocloud	Writing	ok	1d	10 event(s), newest 2026-09-11T18:26:59.000Z
DeepInfra — Neocloud	GitHub	ok	1w	62 event(s), newest 2026-09-01T12:14:12Z
DigitalOcean (GradientAI) — Neocloud	Careers	ok	22h	100 event(s), newest 2026-09-11T23:17:27.000Z
DigitalOcean (GradientAI) — Neocloud	GitHub	ok	1d	235 event(s), newest 2026-09-11T18:58:13Z
DigitalOcean (GradientAI) — Neocloud	Writing	ok	3d	100 event(s), newest 2026-09-09T15:30:15.727Z
Eigen AI — Neocloud	Careers	ok	Jun 10	2 event(s), upstream dates unavailable
Fireworks AI — Neocloud	GitHub	ok	1d	41 event(s), newest 2026-09-10T23:54:29Z
Fireworks AI — Neocloud	Writing	ok	2d	120 event(s), newest 2026-09-10T16:13:16.000Z
FriendliAI — Neocloud	Careers	ok	1w	19 event(s), newest 2026-09-04T15:57:11.279Z
FriendliAI — Neocloud	GitHub	ok	3d	68 event(s), newest 2026-09-09T04:14:03Z
Groq — Neocloud	GitHub	ok	2w	86 event(s), newest 2026-08-26T02:36:01Z
Groq — Neocloud	Writing	ok	Aug 6	36 event(s), newest 2026-08-06T03:00:49.000Z
Hyperbolic — Neocloud	Careers	ok	3d	15 event(s), newest 2026-09-09T16:15:06.251Z
Hyperbolic — Neocloud	GitHub	ok	Jan 27	26 event(s), newest 2026-01-27T21:05:03Z
Lightning AI — Neocloud	Careers	ok	1d	54 event(s), newest 2026-09-11T17:29:50.000Z
Lightning AI — Neocloud	GitHub	ok	2d	93 event(s), newest 2026-09-10T09:39:52Z
Makora — Neocloud	GitHub	ok	Mar 30	13 event(s), newest 2026-03-30T21:15:55Z
Nebius — Neocloud	Careers	ok	1d	100 event(s), newest 2026-09-11T16:41:18.000Z
Nebius — Neocloud	GitHub	ok	2d	116 event(s), newest 2026-09-10T08:30:06Z
Novita AI — Neocloud	Careers	ok	Jun 25	2 event(s), newest 2026-06-25T10:18:36.208Z
Novita AI — Neocloud	GitHub	ok	1d	70 event(s), newest 2026-09-11T04:01:09Z
Parasail — Neocloud	GitHub	ok	Jul 21	16 event(s), newest 2026-07-21T00:06:32Z
Public AI — Neocloud	GitHub	ok	1d	30 event(s), newest 2026-09-11T16:15:51Z
Replicate — Neocloud	GitHub	ok	4w	167 event(s), newest 2026-08-14T00:52:22Z
Replicate — Neocloud	Writing	ok	Aug 4	124 event(s), newest 2026-08-04T00:00:00.000Z
SambaNova Systems — Neocloud	Careers	ok	1d	55 event(s), newest 2026-09-11T18:11:43.000Z
SambaNova Systems — Neocloud	GitHub	ok	Jul 21	41 event(s), newest 2026-07-21T17:37:22Z
SambaNova Systems — Neocloud	Writing	ok	4d	10 event(s), newest 2026-09-08T19:00:00.000Z
Scaleway — Neocloud	Careers	ok	3d	32 event(s), newest 2026-09-09T15:53:14.208Z
Scaleway — Neocloud	GitHub	ok	2d	265 event(s), newest 2026-09-10T14:49:40Z
SiliconFlow — Neocloud	GitHub	ok	3d	136 event(s), newest 2026-09-09T13:21:07Z
Snowflake (Arctic) — Neocloud	Careers	ok	1d	100 event(s), newest 2026-09-11T16:17:45.394Z
Snowflake (Arctic) — Neocloud	GitHub	ok	1w	198 event(s), newest 2026-09-03T17:18:21Z
Snowflake (Arctic) — Neocloud	Models	ok	Jun 30	21 event(s), newest 2026-06-30T01:30:51.000Z
Snowflake (Arctic) — Neocloud	Writing	ok	2d	20 event(s), newest 2026-09-10T21:09:00.000Z
StreamLake (Kuaishou) — Neocloud	GitHub	ok	Dec 3	4 event(s), newest 2025-12-03T07:47:56Z
4 more source rows in coverage