{"schema_version":"onlylabs.frontier_briefing.v1","title":"Frontier briefing","url":"https://onlylabs.fyi/briefing","json_url":"https://onlylabs.fyi/briefing.json","generated_at":"2026-06-15T10:28:05.982Z","summary":"18 frontier labs are in scope with 8,661 total stored public signals. 326 dated non-job signals landed in the last 7 days. Hiring is the densest current topic with 140 loaded signals. Latest loaded signal: Microsoft - microsoft/aspire v13.4.4-release (microsoft/aspire).","answer_pack":{"answer":"Frontier briefing tracks 18 frontier labs with 8,661 stored public signals and 326 dated non-job signals in the last 7 days. Current desks: 1,871 hiring, 100 forks, 3,356 releases or model cards, 1,626 talking, and 1,708 repos. Hiring is the densest topic desk with 140 loaded signals. Latest loaded signal: Microsoft - microsoft/aspire v13.4.4-release (microsoft/aspire). Use opportunities.json and data-radar.json for the data-business handoff.","signal_desks":{"hiring":1871,"forks":100,"releases":3356,"talking":1626,"repos":1708},"top_topics":[{"slug":"hiring","title":"Hiring signals","count":140,"answer":"Frontier lab hiring currently has 140 loaded signals across 5 of 18 tracked orgs. xAI leads this loaded window with 54 signals. Hiring is most visible around Marketing roles and San Francisco. Latest signal: Mistral AI - Senior Commercial Legal Counsel, EMEA - Paris.","url":"https://onlylabs.fyi/topics/hiring","json_url":"https://onlylabs.fyi/topics/hiring/signals.json"},{"slug":"releases","title":"Release signals","count":140,"answer":"Frontier lab releases currently has 140 loaded signals across 13 of 18 tracked orgs. Microsoft leads this loaded window with 45 signals. This release window mixes 4 model cards with 136 release-note signals; top model facet is robotics. Latest signal: Microsoft - microsoft/aspire v13.4.4-release - microsoft/aspire.","url":"https://onlylabs.fyi/topics/releases","json_url":"https://onlylabs.fyi/topics/releases/signals.json"},{"slug":"talking","title":"Talking signals","count":140,"answer":"Frontier lab talking currently has 140 loaded signals across 6 of 18 tracked orgs. OpenAI leads this loaded window with 54 signals. Highest public discussion in this window is Claude Fable 5 Mythos 5 with 2,603 HN points. Latest signal: OpenAI - Introducing the OpenAI Partner Network.","url":"https://onlylabs.fyi/topics/talking","json_url":"https://onlylabs.fyi/topics/talking/signals.json"},{"slug":"forks","title":"Fork signals","count":100,"answer":"Frontier lab forks currently has 100 loaded signals across 11 of 18 tracked orgs. Cohere leads this loaded window with 26 signals. The most repeated upstream dependency is vllm-project/vllm. Latest signal: Anthropic - anthropics/leptos-chartistry - forked from feral-dot-io/leptos-chartistry.","url":"https://onlylabs.fyi/topics/forks","json_url":"https://onlylabs.fyi/topics/forks/signals.json"}],"latest_signal":{"id":"88c9314f-90c1-4b23-b318-77250e6ffafc","title":"microsoft/aspire v13.4.4-release","org_slug":"microsoft","org_name":"Microsoft","kind":"release","url":"https://onlylabs.fyi/signals/88c9314f-90c1-4b23-b318-77250e6ffafc"},"data_business_handoff":{"opportunities_json":"https://onlylabs.fyi/opportunities.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","agents_json":"https://onlylabs.fyi/agents.json?category=frontier-lab"},"semantic_triples":[{"subject":"Frontier briefing","predicate":"tracks frontier lab count","object":"18","text":"Frontier briefing tracks frontier lab count 18."},{"subject":"Frontier briefing","predicate":"has stored public signal count","object":"8,661","text":"Frontier briefing has stored public signal count 8,661."},{"subject":"Frontier briefing","predicate":"has seven day non-job signal count","object":"326","text":"Frontier briefing has seven day non-job signal count 326."},{"subject":"Frontier briefing hiring desk","predicate":"has signal count","object":"1,871","text":"Frontier briefing hiring desk has signal count 1,871."},{"subject":"Frontier briefing fork desk","predicate":"has signal count","object":"100","text":"Frontier briefing fork desk has signal count 100."},{"subject":"Frontier briefing densest topic","predicate":"is","object":"Hiring with 140 signals","text":"Frontier briefing densest topic is Hiring with 140 signals."},{"subject":"Frontier briefing latest signal","predicate":"is","object":"Microsoft - microsoft/aspire v13.4.4-release","text":"Frontier briefing latest signal is Microsoft - microsoft/aspire v13.4.4-release."}]},"metrics":[{"label":"Labs","value":"18"},{"label":"New signals - 7d","value":"326"},{"label":"Analyses","value":"8"},{"label":"Models","value":"468","kind":"model_released"},{"label":"Forks","value":"100","kind":"repo_forked"},{"label":"Roles","value":"1871","kind":"job_opened"}],"topics":[{"slug":"hiring","title":"Hiring signals","question":"Where are frontier labs hiring, and what does that imply?","url":"https://onlylabs.fyi/topics/hiring","json_url":"https://onlylabs.fyi/topics/hiring/signals.json","count":140,"headline":"Hiring is active across 5 frontier labs","summary":"xAI leads this loaded window with 54 signals. Hiring is most visible around Marketing roles and San Francisco. Latest signal: Mistral AI - Senior Commercial Legal Counsel, EMEA - Paris.","facts":[{"label":"Loaded signals","value":"140"},{"label":"Active orgs","value":"5 / 18"},{"label":"Latest","value":"Mistral AI","href":"/signals/12dbd5fd-2d29-42fb-9670-90eda65f7769"},{"label":"Top hiring facet","value":"Marketing / San Francisco"}],"leaders":[{"label":"xAI","value":"54 signals","href":"/labs/xai"},{"label":"Anthropic","value":"47 signals","href":"/labs/anthropic"},{"label":"OpenAI","value":"30 signals","href":"/labs/openai"},{"label":"Cohere","value":"7 signals","href":"/labs/cohere"},{"label":"Mistral AI","value":"2 signals","href":"/labs/mistral"}],"watch":[{"label":"new teams","value":"Marketing"},{"label":"locations","value":"San Francisco"},{"label":"infra roles","value":"Marketing"},{"label":"eval roles","value":"Marketing"},{"label":"data roles","value":"Marketing"}]},{"slug":"forks","title":"Fork signals","question":"What are frontier labs forking, depending on, or inspecting?","url":"https://onlylabs.fyi/topics/forks","json_url":"https://onlylabs.fyi/topics/forks/signals.json","count":100,"headline":"Forks is active across 11 frontier labs","summary":"Cohere leads this loaded window with 26 signals. The most repeated upstream dependency is vllm-project/vllm. Latest signal: Anthropic - anthropics/leptos-chartistry - forked from feral-dot-io/leptos-chartistry.","facts":[{"label":"Loaded signals","value":"100"},{"label":"Active orgs","value":"11 / 18"},{"label":"Latest","value":"Anthropic","href":"/signals/041e270f-4748-413b-a5de-0b337c854bd2"},{"label":"Top upstream","value":"vllm-project/vllm"}],"leaders":[{"label":"Cohere","value":"26 signals","href":"/labs/cohere"},{"label":"Anthropic","value":"21 signals","href":"/labs/anthropic"},{"label":"NVIDIA","value":"21 signals","href":"/labs/nvidia"},{"label":"Mistral AI","value":"11 signals","href":"/labs/mistral"},{"label":"Microsoft","value":"6 signals","href":"/labs/microsoft"}],"watch":[{"label":"upstream repos","value":"vllm-project/vllm"},{"label":"infra stacks","value":"no dominant language"},{"label":"eval tooling","value":"no dominant language"},{"label":"agent frameworks","value":"100 loaded"},{"label":"model utilities","value":"100 loaded"}]},{"slug":"releases","title":"Release signals","question":"What are frontier labs shipping right now?","url":"https://onlylabs.fyi/topics/releases","json_url":"https://onlylabs.fyi/topics/releases/signals.json","count":140,"headline":"Releases is active across 13 frontier labs","summary":"Microsoft leads this loaded window with 45 signals. This release window mixes 4 model cards with 136 release-note signals; top model facet is robotics. Latest signal: Microsoft - microsoft/aspire v13.4.4-release - microsoft/aspire.","facts":[{"label":"Loaded signals","value":"140"},{"label":"Active orgs","value":"13 / 18"},{"label":"Latest","value":"Microsoft","href":"/signals/88c9314f-90c1-4b23-b318-77250e6ffafc"},{"label":"Release mix","value":"4 model / 136 repo"}],"leaders":[{"label":"Microsoft","value":"45 signals","href":"/labs/microsoft"},{"label":"NVIDIA","value":"28 signals","href":"/labs/nvidia"},{"label":"Anthropic","value":"26 signals","href":"/labs/anthropic"},{"label":"OpenAI","value":"16 signals","href":"/labs/openai"},{"label":"Cohere","value":"5 signals","href":"/labs/cohere"}],"watch":[{"label":"model cards","value":"robotics"},{"label":"release notes","value":"140 loaded"},{"label":"paper links","value":"140 loaded"},{"label":"download traction","value":"140 loaded"},{"label":"repo tags","value":"openai/codex"}]},{"slug":"talking","title":"Talking signals","question":"What are frontier labs talking about publicly?","url":"https://onlylabs.fyi/topics/talking","json_url":"https://onlylabs.fyi/topics/talking/signals.json","count":140,"headline":"Talking is active across 6 frontier labs","summary":"OpenAI leads this loaded window with 54 signals. Highest public discussion in this window is Claude Fable 5 Mythos 5 with 2,603 HN points. Latest signal: OpenAI - Introducing the OpenAI Partner Network.","facts":[{"label":"Loaded signals","value":"140"},{"label":"Active orgs","value":"6 / 18"},{"label":"Latest","value":"OpenAI","href":"/signals/effd9b45-b1b8-473f-a115-2385802f39cc"},{"label":"Top discussion","value":"2,603 HN points","href":"/signals/2648db51-9d6a-42a9-aece-a0ca5f9ce64f"}],"leaders":[{"label":"OpenAI","value":"54 signals","href":"/labs/openai"},{"label":"NVIDIA","value":"27 signals","href":"/labs/nvidia"},{"label":"Anthropic","value":"23 signals","href":"/labs/anthropic"},{"label":"Google (DeepMind / Gemini)","value":"22 signals","href":"/labs/google-deepmind"},{"label":"Amazon (Nova)","value":"9 signals","href":"/labs/amazon"}],"watch":[{"label":"research themes","value":"140 loaded"},{"label":"launch framing","value":"140 loaded"},{"label":"traction","value":"2,603 HN points"},{"label":"policy notes","value":"140 loaded"},{"label":"product direction","value":"140 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