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micro1

Data lab supplying expert human data, RL environments and evaluations for training and testing AI models and agents.

micro1 is a data lab that provides expert human data, reinforcement-learning environments and evaluations for teams building AI models and agents. micro1 offers Realm for frontier evaluations, Cortex for assessing agents in production and a robotics data service. Organisations engage micro1 by submitting project details through the contact form on its website.

Best for AI labs and agent developers that need expert-generated training data or domain-specific evaluations rather than a self-serve software tool.

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What is micro1?

micro1 is a data lab that supplies human expert data, training environments and evaluations to organisations building AI models and agents. Its work is grouped under the name micro1 Intelligence and split into three lines. Realm offers frontier evaluations and reinforcement-learning environments modelled on real-world scenarios, aimed at AI labs. Cortex is an evaluation platform that gives teams visibility into how an AI agent behaves in production and helps improve it. Robotics provides expert-demonstrated, real-world data for labs training embodied systems. The company also runs a research group that publishes benchmarks, including ones for legal reasoning, pathology-report reasoning and retrieval of financial sources. Companies start by describing a project through a contact form, while domain experts can apply for paid opportunities on a separate page.

Key Features

Realm

Provides evaluations and RL environments that mirror real-world tasks and generate human data on agentic actions.

Cortex

Evaluates AI agents in the context of their production use and surfaces where performance can be improved.

Robotics Data

Collects high-fidelity, expert-demonstrated data from the physical world for training embodied systems.

Published Benchmarks

Releases research such as CortexRetrievalBench and Realm benchmarks for legal and pathology-report reasoning.

Expert Network

Recruits specialists through an opportunities page, with referral and interview preparation resources.

Data Partnerships

Offers partnership routes for organisations, including a dedicated government track.

Use Cases

Evaluating a Frontier Model
Test a model's reasoning in a specialised field such as law against a defined benchmark.
Improving a Production Agent
Review how a deployed agent performs on real tasks and find where it falls short.
Training Agents on Realistic Tasks
Use simulated environments and human demonstrations to teach multi-step actions.
Sourcing Robotics Training Data
Obtain demonstrations recorded by skilled people for embodied AI research.
Earning as a Subject Expert
Apply to contribute domain knowledge to AI training projects.

Things to know

Service rather than self-serve app
The site presents micro1 as a data and evaluation provider reached through a contact form, not as a product with open sign-up.
Two audiences
The client form is meant for companies; individual experts are sent to the opportunities page to apply for roles.

FAQs

What is micro1?

micro1 is a data lab that provides expert human data, reinforcement-learning environments and evaluations for training AI models and testing agents.

What is micro1 used for?

micro1 is used by AI labs and agent developers to obtain training data, run domain-specific evaluations and measure agent performance in production.

What are Realm and Cortex?

Realm is the micro1 line of reinforcement-learning environments and evaluations built for AI labs, and Cortex is its evaluation platform for monitoring and improving AI agents.

Does micro1 work with robotics teams?

Yes. micro1 has a Robotics offering that supplies expert-demonstrated real-world data for training embodied systems.

How do I start working with micro1?

Companies contact micro1 through a form on the site asking for contact details and a project description; no public price list is shown.

Can experts work for micro1?

Yes. micro1 lists expert opportunities and a referral programme, and directs job seekers to its opportunities page rather than the client form.

Who it's for

  • AI labs
  • Agent developers
  • Robotics labs
  • Enterprise AI teams
  • Domain experts

Tagshuman datamodel evaluationRL environmentsrobotics databenchmarks

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