AI-native
software infrastructure
for real software systems
AI-native software needs better infrastructure.
Valkor is building AI-native software infrastructure across model systems, compute environments, runtime layers, and long-running software workflows.
We care about the stack around real software work: orchestration, observability, verification, recovery, and coordination between humans, agents, and systems.
The goal is to help build the future software stack: infrastructure for intelligent systems, long-running teams, and the next generation of software products.
Latest from Valkor
research and products
CodeRabbit’s $143M Series C Signals the Next Infrastructure Layer in AI Coding: Independent VerificationCodeRabbit 的 1.43 亿美元 C 轮告诉我们：独立验证层正在成为 AI Coding 的新基础设施
CodeRabbit’s funding points to a larger shift in AI coding: verification, governance, and trusted delivery are becoming independent infrastructure layers after code generation.CodeRabbit 的融资说明，随着 AI 规模化生成代码，独立验证、风险治理与可信交付正在成为新的软件基础设施层。
A software factory needs two models软件工厂需要两种模型
Generation models make candidate software. Verification models decide what can be trusted for delivery.生成模型负责制造候选软件，验证模型负责判断哪些成果可以被信任并交付。
Software is a training ground for agents软件是 Agent 的训练场
Repositories are not miniature worlds. They are useful because work produces concrete, inspectable consequences that an agent and its reviewers can learn from.仓库不是微型世界，但它很有价值，因为工作会产生具体、可检查的后果，让 Agent 和 reviewer 能够从中学习。
Selected work
CodeRabbit’s $143M Series C Signals the Next Infrastructure Layer in AI Coding: Independent VerificationCodeRabbit 的 1.43 亿美元 C 轮告诉我们：独立验证层正在成为 AI Coding 的新基础设施
CodeRabbit’s funding points to a larger shift in AI coding: verification, governance, and trusted delivery are becoming independent infrastructure layers after code generation.CodeRabbit 的融资说明，随着 AI 规模化生成代码，独立验证、风险治理与可信交付正在成为新的软件基础设施层。
Research研究 August 4, 20262026年8月4日A software factory needs two models软件工厂需要两种模型
Generation models make candidate software. Verification models decide what can be trusted for delivery.生成模型负责制造候选软件，验证模型负责判断哪些成果可以被信任并交付。
Analysis分析 July 24, 20262026年7月24日Software is a training ground for agents软件是 Agent 的训练场
Repositories are not miniature worlds. They are useful because work produces concrete, inspectable consequences that an agent and its reviewers can learn from.仓库不是微型世界，但它很有价值，因为工作会产生具体、可检查的后果，让 Agent 和 reviewer 能够从中学习。
Hi, we're Valkor
Valkor explores how artificial intelligence will reshape the way software is imagined, built, and operated.
We work at the meeting point of scientific inquiry and software infrastructure, turning models, compute, and systems into open tools and products.
Our aim is to build the next generation of AI-native software.
Research and industry reference points
