Frontier lab coverage: how healthy is the signal watchlist?

Coverage manifest

Frontier lab coverage

Every tracked org, its source channels and health, stored signal volume, and analysis readiness.

coverage json18 orgs22,324 signals 48 ok sources 8 issues 18 analyses

All orgs Frontier Neolabs Neoclouds Neo data

Agent answer

Frontier lab coverage tracks 18 organizations with 22,324 stored signals and 56 public sources. Source health is 48 ok, 8 issues, and 0 unchecked. Analysis readiness: 18 generated, 0 queued with signals, and 0 waiting for signals. Microsoft leads coverage with 9,129 stored signals across 3 sources. Latest signal: NVIDIA writing on 2026-07-28.

ok 48issues 8unchecked 0generated 18queued 0

MiniMaxdeadcareers — probe failed: Error: gemini: 429 Amazon (Nova)deadcareers — probe failed: Error: gemini: 429 NVIDIAdeadcareers — probe failed: Error: gemini: 429

Microsoft

Frontier · 9,129 signals · 3 sources

50 8,022 1,026 16 15

sources okanalysis ready Jun 8latest 16h · microsoft/vcpkg-tool 2026-07-27

Org	Category	Sources	Signals	Analysis	Latest
Microsoft	Frontier	3 sources · okgithubok421 event(s), newest 2026-07-28T00:56:13Zmodelsok30 event(s), newest 2026-07-26T04:22:45.000Zwritingok9 event(s), newest 2026-07-13T16:00:00.000Z	50 8,022 1,026 16 15Σ 9,129	ready Jun 8analysis json dossier	16hmicrosoft/vcpkg-tool 2026-07-27
NVIDIA	Frontier	4 sources · 1 issuecareersdeadprobe failed: Error: gemini: 429githubok399 event(s), newest 2026-07-28T00:14:27Zmodelsok30 event(s), newest 2026-07-21T10:50:34.000Zwritingok18 event(s), newest 2026-07-28T15:00:19.000Z	69 2,809 413 39 80Σ 3,410	ready Jun 8analysis json dossier	2hPowerful Compute So Compact, It’s Clutch — Build AI in Your Hand With NVIDIA Jetson
OpenAI	Frontier	4 sources · 1 issuecareersok100 event(s), newest 2026-07-28T00:55:01.293Zgithubok262 event(s), newest 2026-07-28T04:28:19Zmodelsstalenewest event is older than 180d (channel models)writingok1051 event(s), newest 2026-07-27T03:30:00.000Z	30 926 125 6 1,066 1,112Σ 3,265	ready Jun 8analysis json dossier	13hopenai/codex rust-v0.146.0-alpha.14
Anthropic	Frontier	3 sources · okcareersok100 event(s), newest 2026-07-28T01:41:42.000Zgithubok184 event(s), newest 2026-07-26T01:55:36Zwritingok424 event(s), newest 2026-07-28T15:25:50.000Z	836 75 22 426 635Σ 1,994	ready 3wanalysis json dossier	15hApplied AI Architect
Cohere	Frontier	4 sources · okcareersok100 event(s), newest 2026-07-27T03:54:47.938Zgithubok140 event(s), newest 2026-07-27T18:30:34Zmodelsok30 event(s), newest 2026-06-18T19:44:59.000Zwritingok250 event(s), newest 2026-07-27T00:00:00.000Z	33 305 36 26 259 193Σ 852	ready 3wanalysis json dossier	23hcohere-ai/TNG v0.6.0
Google (DeepMind / Gemini)	Frontier	4 sources · okcareersok10 event(s), newest 2026-05-28T21:11:29.000Zgithubok285 event(s), newest 2026-07-28T02:09:43Zmodelsok30 event(s), newest 2026-06-29T23:04:41.000Zwritingok100 event(s), newest 2026-07-22T13:38:54.000Z	33 346 201 117 45Σ 742	ready Jun 22analysis json dossier	15hgoogle-deepmind/dm_control 1.0.44
Mistral AI	Frontier	4 sources · 1 issuecareersemptyno events observedgithubok61 event(s), newest 2026-07-24T13:06:58Zmodelsok30 event(s), newest 2026-07-01T16:43:19.000Zwritingok78 event(s), newest 2026-07-09T12:00:00.000Z	31 219 16 12 78 201Σ 557	ready Jun 8analysis json dossier	4dmistralai/client-python v2.7.2
Baidu (ERNIE)	Frontier	4 sources · okcareersok28 event(s), newest 2026-07-16T17:14:01.000Zgithubok308 event(s), newest 2026-07-23T04:01:04Zmodelsok30 event(s), newest 2026-06-19T09:40:33.000Zwritingok18 event(s), newest 2026-05-09T00:00:00.000Z	31 302 101 5 18 28Σ 485	ready 4wanalysis json dossier	5dPaddlePaddle/PaddleMaterials v0.2.1
Amazon (Nova)	Frontier	4 sources · 1 issuecareersdeadprobe failed: Error: gemini: 429githubok128 event(s), newest 2026-07-17T17:37:48Zmodelsok30 event(s), newest 2026-05-14T23:50:24.000Zwritingok25 event(s), newest 2026-07-26T08:00:00.000Z	30 123 207 34 3Σ 397	ready 3wanalysis json dossier	2dAmazon is investing in the Lean Focused Research Organization
xAI	Frontier	3 sources · 1 issuecareersok100 event(s), newest 2026-07-28T05:08:03.000Zgithubok15 event(s), newest 2026-07-14T20:04:23Zmodelsstalenewest event is older than 180d (channel models)	2 31 9 299Σ 341	ready Jun 8analysis json dossier	12hMember of Technical Staff - X Money
Qwen (Alibaba Cloud)	Frontier	3 sources · 1 issuegithubok72 event(s), newest 2026-07-27T09:22:30Zmodelsok30 event(s), newest 2026-06-26T08:42:01.000Zwritingstalenewest event is older than 90d (channel writing)	34 141 47 2 44 5Σ 273	ready Jun 8analysis json dossier	1dQwenLM/qwen-code dsw-manual-poc-20260727-2
Moonshot AI (Kimi)	Frontier	2 sources · okgithubok68 event(s), newest 2026-07-27T08:01:37Zmodelsok18 event(s), newest 2026-06-11T07:51:47.000Z	18 183 43 7Σ 251	ready Jun 8analysis json dossier	1dMoonshotAI/Kimi-K3
Zhipu AI (GLM)	Frontier	2 sources · okgithubok67 event(s), newest 2026-06-16T03:14:06Zmodelsok30 event(s), newest 2026-06-16T07:39:20.000Z	32 38 51Σ 121	ready Jun 8analysis json dossier	—
Tencent Hunyuan	Frontier	2 sources · okgithubok75 event(s), newest 2026-07-17T02:27:25Zmodelsok30 event(s), newest 2026-07-14T09:58:24.000Z	40 74 1Σ 115	ready Jun 8analysis json dossier	1wTencent-Hunyuan/Hyra-results
ByteDance (Doubao/Seed)	Frontier	2 sources · okgithubok71 event(s), newest 2026-06-23T14:19:39Zmodelsok30 event(s), newest 2026-07-03T00:07:55.000Z	31 21 61 1Σ 114	ready 3wanalysis json dossier	—
Meta AI (Llama)	Frontier	3 sources · 1 issuegithubok32 event(s), newest 2025-12-18T20:30:36Zmodelsstalenewest event is older than 180d (channel models)writingok9 event(s), newest 2026-07-27T00:00:00.000Z	30 26 12 26 16Σ 110	ready Jun 8analysis json dossier	1dReimagining Independence: How Meta’s AI Models Are Helping the University of Pittsburgh Transform Assistive Robotics
DeepSeek	Frontier	2 sources · okgithubok43 event(s), newest 2026-07-20T08:52:06Zmodelsok30 event(s), newest 2026-06-28T12:37:17.000Z	42 13 35Σ 90	ready 3wanalysis json dossier	1wdeepseek-ai/DeepGEMM nv_dev_f8e8fb5
MiniMax	Frontier	3 sources · 1 issuecareersdeadprobe failed: Error: gemini: 429githubok33 event(s), newest 2026-07-16T13:58:53Zmodelsok18 event(s), newest 2026-06-02T07:49:31.000Z	19 19 27 1 12Σ 78	ready Jun 8analysis json dossier	—