Empowered By Human Intelligence

Where Human Intelligence Meets
the AI Frontier.

We build the data infrastructure behind the world’s most capable AI systems — from foundation models to production agents.

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Expertise

Optimized for Coding

What we do

Services & Solutions

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Foundation Model Training

Human-generated data pipelines for pre-training, fine-tuning, and RLHF — designed to your model's exact specifications at every stage of development.

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Agent Optimization & Evaluation

Structured evaluation and human-in-the-loop refinement that help autonomous agents move from prototype to production-grade reliability.

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AI Safety & Red Teaming

Adversarial testing, bias auditing, and safety evaluation by trained specialists — identifying model vulnerabilities before they reach users.

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Vertical AI Solutions

Domain-expert annotation and evaluation for healthcare, legal, finance, and other specialized industries where generic training data falls short.

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From capability to evidence

See What the Work Looks Like

Sample library

Open a real task workspace.

Inspect three synthetic demonstrations, switch between source files and reference outputs, and download the complete sample.

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Training & evaluation

Find your program.

Explore six project directions, with clear assignments, deliverable formats, and criteria for evaluating the result.

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Selected case studies

Built for the Challenge

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Adversarial Training

HLE Adversarial Training

Expert-crafted adversarial prompts for critical reasoning dimensions.

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Code Intelligence

Code Refactoring Benchmark

Mining baselines and deep verification for code quality benchmarks.

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Simulation

RL Gym Simulation

Multi-agent environments for reinforcement learning from human feedback.

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Behind the work

Human Expertise.
Worldwide Reach.

Domain specialists, structured workflows, and reviewable evidence — brought together around your AI development challenges.

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