micro1 research

Our research lab aspires to solve humanity’s greatest coordination challenge: deciding where each person should spend their time.

Highlighted benchmarks

Realm financial reasoning benchmark

An evaluation of frontier models on finance reasoning and spreadsheet-grounded analysis

Realm Warren: Legal reasoning benchmark

Frontier model performance on long-horizon legal reasoning

Realm Prospera: Tax Intelligence Benchmark

The standard for evaluating tax reasoning in AI systems

Research papers

No Last Mile: A Theory of the Human Data Market

March 2026

Research

No Last Mile: A Theory of the Human Data Market

The Next Productivity Engine: Humanoid Robots and Beyond

December 2025

Research

The Next Productivity Engine: Humanoid Robots and Beyond

Safety Without Over-Refusal: Toward “Safe and Helpful” Model Behavior Through Competence Under Constraint

December 2025

Research

Safety Without Over-Refusal: Toward “Safe and Helpful” Model Behavior Through Competence Under Constraint

Uncovering Candidate Potential with Multi-Modal AI Assessments

September 2025

Research

Uncovering Candidate Potential with Multi-Modal AI Assessments

Better Together: Quantifying the Benefits of AI-Assisted Recruitment

July 2025

Research

Better Together: Quantifying the Benefits of AI-Assisted Recruitment

Evaluating Speech-to-Text × LLM × Text-to-Speech Combinations for AI Interview Systems

July 2025

Research

Evaluating Speech-to-Text × LLM × Text-to-Speech Combinations for AI Interview Systems

Zara: An LLM-based Candidate Interview Feedback System

April 2025

Research

Zara: An LLM-based Candidate Interview Feedback System

Blog

The AI Scaling Bottleneck: Why Agents Stagnate at 80% Accuracy (And How to Fix It)

June 2026

Article

The AI Scaling Bottleneck: Why Agents Stagnate at 80% Accuracy (And How to Fix It)

The Human Foundation of AI in Healthcare

April 2026

Article

The Human Foundation of AI in Healthcare

A New Era for the Democratization of Legal Expertise

March 2026

Article

A New Era for the Democratization of Legal Expertise

The Competitive Moat Is Still Human

March 2026

Article

The Competitive Moat Is Still Human

Most Agentic AI Never Makes It Past the Demo

March 2026

Article

Most Agentic AI Never Makes It Past the Demo

AI is becoming more human than ever

February 2026

Article

AI is becoming more human than ever

The Execution Gap in Enterprise AI

February 2026

Article

The Execution Gap in Enterprise AI

Generalist human data is still needed, more than ever

February 2026

Article

Generalist human data is still needed, more than ever

The U.S. MUST win the AI race

January 2026

Article

The U.S. MUST win the AI race

Human data will be a $1 trillion/year market

January 2026

Article

Human data will be a $1 trillion/year market

The critical role of human data in enterprise AI adoption

December 2025

Article

The critical role of human data in enterprise AI adoption

Human Expertise: The Engine Behind the AI Data Revolution

December 2025

Article

Human Expertise: The Engine Behind the AI Data Revolution

Operational Excellence in Human Data: Best Practices for High Stakes Healthcare and Legal AI Projects

December 2025

Article

Operational Excellence in Human Data: Best Practices for High Stakes Healthcare and Legal AI Projects

How AI-powered recruitment defies expectations about inclusion and transparency

September 2025

Article

How AI-powered recruitment defies expectations about inclusion and transparency

Hiring with AI doesn't have to be so inhumane

March 2025

Article

Hiring with AI doesn't have to be so inhumane

Join the micro1 research team

Member of Technical Staff (Robotics Lab)

Required skills
Robotics Data
Robot Perception
Schema Design
Robotics R&D

Member of Technical Staff (Frontier AI)

Required skills
Research Signal Judgment
ML-Oriented Data Design
Ops-to-Research Translation
RL Environments

Member of Technical Staff (Enterprise AI)

Required skills
Research Signal Judgment
ML-Oriented Data Design
Ops-to-Research Translation
Enterprise AI

Member of Technical Staff (Research Engineering)

Required skills
Reinforcement Learning
ML-Oriented Data Design
RL Environments
RL Workflows
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