A dense desk for emerging AI labs: what they are hiring for, releasing, forking, publishing, and accumulating as evidence for future analysis.
InclusionAI operates as Ant Group's open-source research and release vehicle, pursuing a dual-track strategy: (1) high-capacity MoE foundation models (Ling/Ring families up to 1T parameters) with hybrid linear attention for efficient…
LG AI Research is executing a multi-vector expansion strategy anchored on its proprietary EXAONE model family, with three clear thrusts emerging from the 2025–2026 evidence: (1) a bold pivot into Physical AI and Robot Foundation Models…
OpenBMB is a university-tethered research-to-product organization—with author affiliations spanning Tsinghua University and Northeastern University —pursuing a clear thesis: compact, on-device frontier AI that ships openly and runs…
XiaomiMiMo is executing a full-stack, open-source AI strategy that spans text reasoning, vision, audio, embodied AI, and coding agents — with an accelerating pivot toward the Agent era in mid-2026. The lab's evidence trail reveals a…
{"content": "## Thesis\n\nIBM is converging its Granite open-source model family with a multi-billion-dollar infrastructure and security play to position as the enterprise-trusted AI platform. The lab ships Apache 2.0-licensed models…
Nous Research is in the midst of a rapid productization pivot. Hermes Agent — a 190k-star open-source AI agent platform — is receiving weekly releases with ~1,475 commits per cycle and 245 community contributors. Simultaneously, the org is…
AI21 Labs is executing a sharp, survival-driven pivot: it is ceasing to compete as a frontier model provider and is instead concentrating entirely on enterprise AI agent orchestration via its Maestro platform. The evidence shows a lab that…
Sarvam AI is executing a three-horizon transition from sovereign AI R&D lab to full-stack platform company competing globally. The evidence pack captures this inflection: a unicorn-level fundraise ($300M at ~$1.5B valuation), the March…
Upstage is executing a platform consolidation play, moving from a pure models-and-APIs company toward an integrated AI stack combining proprietary Solar LLMs, acquired portal (Daum) assets, and agentic platforms (Timely). Core thesis:…
Arcee AI is executing a deliberate transition from a post-training and SLM-adaptation specialist into a full-stack frontier AI lab. The evidence maps this in two phases: a tooling-and-distillation era (MergeKit, DistillKit, SuperNova…
Reka is evolving from a multimodal model builder into a physical-AI company. The evidence shows a lab that ships compact, deployment-flexible vision-language models (Flash at 21B, Edge at 7B), layers enterprise agentic platforms on top…
Meituan's LongCat lab is executing a full-spectrum, model-system co-design strategy that spans text, image, video, audio, omni-modal generation, formal reasoning, and agentic evaluation — all anchored by a growing family of open-weight…
StepFun is a Shanghai-based frontier AI lab executing an unusually broad multimodal strategy—spanning video generation, real-time voice, image editing, 3D asset generation, formal mathematics, GUI agents, and deep research—while releasing…
Inception Labs is building a new architectural wedge into the LLM market by replacing sequential autoregressive decoding with parallel diffusion-based generation. Founded by Stanford professor Stefano Ermon alongside Aditya Grover (CTO)…
Neolab has 14 tracked organizations with 2,025 loaded public signals: 221 hiring, 135 forks, 740 releases or model cards, 529 talking, and 400 repos. Upstage (Solar) leads this desk with 296 loaded signals. Latest contextified signal: InclusionAI (Ant Group) - inclusionAI/AKernel v0.1.1. 14 standing agent analyses are generated for this category.
tracks 14 organizations
has loaded 2,025 public signals
has hiring signal count 221
has fork signal count 135
Inspect Neolab as the category-level intelligence desk with 14 tracked organizations and 2,025 loaded public signals. Rank priority accounts across hiring (221), forks (135), releases (740), talking (529), and repos (400). Identify account momentum, source gaps, and analysis-agent dispatch work for this category.
Upstage (Solar)Upstage (Solar)296 signals