AI Systems LabApplied AI systems lab
We build and test
reliable AI systems.
Machine Standard runs open models on real tasks, measures their results, and develops the infrastructure needed to study them rigorously.
- Open model
- Controlled test
- Verified result
- Run
- Test
- Measure
Our work
Machine Standard is an applied AI systems lab. We run open models in controlled environments, test them on real tasks, and build reproducible infrastructure for understanding what makes AI systems work reliably.
- 01
What we do
Current work
We operate open models, place them in controlled test environments, and measure whether their work succeeds.
- 02
What we build
Infrastructure in development
Reproducible model-serving, execution, verification, and evidence systems.
- 03
What we study
Current work
How model behavior changes with different tools, information, feedback, and constraints.
- 04
What we publish
Publications coming soon
Research notes, execution traces, deployment methods, and reusable infrastructure.