AI-native
software infrastructure

for real software systems

Valkor abstract geometric composition

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

Release NotesAugust 1, 2026

Loom public preview

Loom is now available as an open-source starting point for teams experimenting with persistent, reviewable agent work.

AnalysisJuly 24, 2026

Software is a training ground for agents

Repositories are not miniature worlds. They are useful because work produces concrete, inspectable consequences that an agent and its reviewers can learn from.

ResearchJuly 9, 2026

The runtime is the product

A capable model is only one component of useful agentic software. Task state, authority, isolation, review, and recovery determine whether work can survive contact with a real team.

Release NotesJuly 3, 2026

Run records and review checkpoints

A clearer model for connecting an agent's claim of progress with the checks and artifacts behind it.

Selected work

Analysis July 24, 2026

Software is a training ground for agents

Repositories are not miniature worlds. They are useful because work produces concrete, inspectable consequences that an agent and its reviewers can learn from.

Research July 9, 2026

The runtime is the product

A capable model is only one component of useful agentic software. Task state, authority, isolation, review, and recovery determine whether work can survive contact with a real team.

Conclusion June 12, 2026

From prototypes to durable systems

AI-assisted prototyping is valuable. The real work begins when an experiment leaves its maker and becomes a system other people need to understand, change, and operate.

Valkor product, engineering, and science team

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