Forks expose upstream dependencies and research-adjacent tooling before they show up in polished launch posts. They are a quiet signal for infra, eval, agent, and model-adjacent work.
Nous Research leads this loaded window with 48 signals. The most repeated upstream dependency is vllm-project/vllm. Latest signal: AI21 Labs - AI21Labs/deepagents - forked from langchain-ai/deepagents.
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…
NousResearch/harbor-fork
forked from harbor-framework/harbor
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…
arcee-ai/prime-rl
forked from PrimeIntellect-ai/prime-rl
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…
sarvamai/mlx-examples
forked from ml-explore/mlx-examples
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,…
UpstageAI/hermes-agent
forked from NousResearch/hermes-agent
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…
AI21Labs/deepagents
forked from langchain-ai/deepagents
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…
reka-ai/insert-anything
forked from song-wensong/insert-anything
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 —…
meituan-longcat/mscclpp
forked from microsoft/mscclpp
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…
inclusionAI/vllm
forked from vllm-project/vllm
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…
stepfun-ai/llama.cpp
forked from ggml-org/llama.cpp
OpenBMB is a university-tethered research-to-product organization—with author affiliations spanning Tsinghua University and Northeastern University —pursuing a clear thesis: compact,…
OpenBMB/EdgeClaw
forked from openclaw/openclaw
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…
XiaomiMiMo/lmms-eval
forked from EvolvingLMMs-Lab/lmms-eval
{"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…
No recent topic signal.
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…
No recent topic signal.
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…
No recent topic signal.