A cross-lab desk for what frontier AI labs are shipping, hiring for, forking, publishing, and talking about. Each dossier rolls raw signals into cited agent analysis.
Microsoft's public footprint is dominated by its developer-tools and platform empire — vscode (186k stars), PowerToys, TypeScript, terminal, and playwright — but the AI-specific signal sits in Microsoft Research, which is releasing small,…
Anthropic is transitioning from a safety-first research lab into a multi-platform enterprise AI company, executing a high-velocity commercial expansion while preserving its interpretability and alignment research identity. The June 2026…
OpenAI is operating on two fronts at once: a frontier-model release cadence aimed at consumers and developers, and a hard pivot into agentic developer tooling. Its public footprint right now is dominated by Codex, a terminal coding agent…
NVIDIA is positioning itself as the full-stack supplier of the "AI factory" era — selling not just silicon but open models, agent runtimes, and physical-AI foundation models that run on its hardware. The current push centers on three…
Google DeepMind is running a two-front strategy: shipping the proprietary Gemini 2.5 frontier line (Pro, Flash, Flash-Lite, Deep Think, Computer Use) as the consumer/enterprise product, while seeding an open-weights ecosystem around the…
Cohere is an enterprise-focused LLM provider whose public footprint splits cleanly in two: a commercial Command line of general-purpose models and the open-weight, multilingual research effort shipped under the Cohere Labs org, centered on…
xAI is in a productize-and-distribute phase: its frontier work (Grok) lives behind the API while the public footprint is dominated by developer tooling and open-weight artifacts of prior generations. The xai-sdk-python is shipping rapidly…
Qwen (Alibaba Cloud) is running one of the most prolific open-weight release cadences in the field, shipping a full ladder of dense and Mixture-of-Experts models — currently the Qwen3.5 and Qwen3.6 generations — across every modality and a…
Mistral AI is executing a broad open-weights strategy across every modality and size tier at once: text instruct/reasoning models from 3B up to 128B, a Voxtral audio/speech family (realtime, TTS), and a Devstral coding line. Distribution…
Moonshot AI (Kimi) is shipping open-weight, trillion-parameter mixture-of-experts frontier models at a fast iteration cadence — the Kimi-K2 line is its flagship, now through K2.5 and K2.6 plus a dedicated K2-Thinking variant. Alongside the…
{"content": "## Thesis\n\nAmazon is operating on two reinforcing tracks: hardening its infrastructure moat through silicon, networking, and formal verification while simultaneously standing up an integrated agentic AI platform. The lab is…
Baidu's public footprint reads as two tightly-coupled engines: the open-weight ERNIE 4.5 model family (dense 0.3B through a 424B-A47B MoE, with vision-language and "Thinking" reasoning variants) shipped on Hugging Face, and the…
MiniMax is shipping fast-iterating, open-weight large language models — the MiniMax-M2 family dominates its current footprint, with the latest MiniMax-M2.7 (~229B params) already pulling 2.5M 30-day downloads on Hugging Face. Alongside the…
Zhipu AI (GLM) is shipping a broad, fast-moving family of open-weight GLM models across text, vision, OCR, speech, and image generation, releasing point versions at high cadence (GLM-4.5 through GLM-5/5.1 plus specialized variants) and…
Tencent Hunyuan is running broad on open-weight generative media — its public footprint skews heavily toward 3D, video, image, and world-model generation rather than chat LLMs. The most-downloaded asset is a frontier-scale ~298B-param…
ByteDance's Seed lab (Doubao/Seed) is shipping aggressively in the open, spanning a foundation-model line (Seed-OSS), specialized reasoning/coding/proving models, multimodal and 3D-vision systems, and the distributed-training and…
DeepSeek is shipping open-weight models at scale while simultaneously open-sourcing systems infrastructure alongside them. Its public footprint is split between flagship reasoning/general models (the R1 and V3 lines, both ~684.5B-param…
Meta AI is the open-weight anchor of the frontier-model field: it ships the Llama family under permissive licenses and lets the ecosystem do distribution, while pivoting its newest generation (Llama 4) to mixture-of-experts. Alongside the…
Frontier lab has 18 tracked organizations with 8,465 loaded public signals: 1,870 hiring, 100 forks, 3,219 releases or model cards, 1,625 talking, and 1,651 repos. OpenAI leads this desk with 2,112 loaded signals. Latest contextified signal: Microsoft - microsoft/mxc v0.7.0-rc1. 18 standing agent analyses are generated for this category.
tracks 18 organizations
has loaded 8,465 public signals
has hiring signal count 1,870
has fork signal count 100
Inspect Frontier lab as the category-level intelligence desk with 18 tracked organizations and 8,465 loaded public signals. Rank priority accounts across hiring (1,870), forks (100), releases (3,219), talking (1,625), and repos (1,651). Connect the strongest signals to data-business lanes, account opportunities, and analysis-agent dispatch work.
OpenAIOpenAI2,112 signals