Neolab analysis
Standing syntheses the agent writes over each lab's captured pages, structured signals, and bounded web evidence — every material claim cited back to its source.
Meituan (LongCat)Meituan (LongCat)3wMeituan'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 Mixture-of-Experts models. The capstone is LongCat-2.0, a 1.6T-parameter MoE with ~48B activated parameters trained and deployed end-to-end on domestic Chinese AI ASIC superpods,…LG AI Research (EXAONE)LG AI Research (EXAONE)3wLG 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 (RFMs) built atop the EXAONE foundation stack, (2) deep commercialization via enterprise BD, defense-sector AI, and customer success hires, and (3) a structured model-release cadence…InclusionAI (Ant Group)InclusionAI (Ant Group)3wInclusionAI 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 long-context serving, and (2) a growing stack of agentic infrastructure — RL post-training tooling (AReno), multi-agent runtimes (AWorld), and multimodal safety guardrails (SingGuard).…IBM (Granite)IBM (Granite)3w{"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 across seven modalities — language, code, vision, speech, time series, embeddings, and geospatial — while simultaneously building the hardware substrate (sub-1nm chips) and supply-chain…Inception LabsInception Labs3wInception 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) and Volodymyr Kuleshov, the company launched the Mercury family — the first commercial-scale diffusion large language models (dLLMs) — in February 2025 and released Mercury 2 as its…AI21 LabsAI21 Labs3wAI21 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 has recognized it cannot win the foundation-model arms race and is retreating to a defensible niche — reliable, auditable, "boring" agentic systems for regulated industries. The…Arcee AIArcee AI4wArcee 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 family) spanning 2023–mid-2025, followed by a from-scratch pretraining era (AFM-4.5B, Trinity MoE family) beginning mid-2025 and accelerating into 2026. The lab operates with striking…StepFunStepFun4wStepFun 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 the vast majority of its model weights, code, and benchmarks under permissive open-source licenses. The lab's May 2026 release of Step 3.7 Flash, a 198B MoE vision-language model…Xiaomi (MiMo)Xiaomi (MiMo)4wXiaomiMiMo 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 deliberate arc: a reasoning-first 7B model family born from pretraining-to-posttraining optimization; rapid horizontal expansion into vision-language (MiMo-VL, May 2025), audio language…Sarvam AISarvam AI4wSarvam 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 2026 release of two MoE reasoning models — Sarvam-30B (32B params) and Sarvam-105B (106B params) — trained from scratch on IndiaAI Mission compute, and a hiring wave of ~50+ open…OpenBMB (MiniCPM)OpenBMB (MiniCPM)4wOpenBMB 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 locally. Their portfolio spans language models (MiniCPM series, CPM-Bee), vision-language models (MiniCPM-V, VisCPM), speech synthesis (VoxCPM), agent frameworks (AgentCPM, XAgent,…Upstage (Solar)Upstage (Solar)4wUpstage 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: Upstage is building an AI-for-everyone ecosystem — not just enterprise AI, but consumer-facing AI through a portal. The Solar model family (10.7B→31B→Open 100B→22B in preview/pro)…Reka AIReka AI4wReka 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 (Nexus, Vision, Research), and is now orienting research toward world models, embodied data, and physical reasoning. The $110M raise backed by NVIDIA and Snowflake, the Moonvalley…Nous ResearchNous Research4wNous 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 shipping frontier models (Hermes-4 family through 405B scale), building RL training infrastructure (Atropos at 1,273 stars), and advancing distributed training research…