Open-source Founders
Core builders behind the vLLM, PyTorch, CNCF and Linux Foundation ecosystem.
About
Signal AI combines open-source maintainers, academic and industrial researchers, platform engineers, and commercialization specialists to bring AI into real world.
Core builders behind the vLLM, PyTorch, CNCF and Linux Foundation ecosystem.
Research contributors focused on bringing and pushing the frontier of AI routing science.
Platform engineers with production experience in enterprise AI and distributed systems.
Operators and solution leaders translating core technology into enterprise adoption.
Publications
White Paper · vLLM Semantic Router
A full technical and commercialization overview covering signal-driven routing, three-layer architecture, safety controls, and productization strategy.
Read White PaperNeurIPS MLForSys 2025
Selective reasoning routes hard queries to deep reasoning models while keeping simple paths efficient.
Open publicationarXiv 2025
Dynamic cache threshold and TTL strategy by query class to improve reuse without quality regression.
Open publicationIETF Draft 2025
Protocol-level semantics for classification-aware model routing across AI infrastructure layers.
Open publicationJoin Us
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