Foundational Data for Those Pushing the Frontier of AI
AI needs exceptional data. We partner with leading language model and embodied AI labs to deliver the data and evaluations that define the next frontier of capability.
Figure 1: How many Rs?
High Quality Data to Match Research Needs
Evaluations
Private benchmarks and human in the loop evaluation pipelines to align model capabilities with the use case.
RL Environments
Realistic and high rigor environments for SWE, computer use, agent, and function calling tasks.
SFT Data
Labeled input–output pairs from top tier experts, used to teach models reasoning, instruction following, and safety.
Embodied AI
Diverse real world data at the scale foundation models need.
Products
Computer/Browser Use
Enterprise and consumer web app environments, evaluating the model's ability to interpret page contents from screenshots or HTML, and take actions by clicking, scrolling, and typing.
Hi! I want to transfer $500 to my Chase account.
I can help with that! Let me check if you have that account linked.
{
"user_id": "u_8f92k",
"accounts": [
{"bank": "Chase", "last4": 7134 }
]
}
Tool Calling Agents
Domain expert designed agentic task environments, such as customer service, where agents search documents and execute tool calls to complete economically valuable tasks.
from typing import Tuple
MATCH_SCORE = 2
MISMATCH_SCORE = -1
GAP_PENALTY = -2
def nw_align(s: str, t: str) -> int:
n, m = len(s), len(t)
dp = [[0] * (m + 1) for _ in range(n + 1)]
for i in range(n + 1):
dp[i][0] = i * GAP_PENALTY
Software Engineering
Software engineering environments with in-distribution tasks that simulate real world workflows such as writing, debugging, and optimizing large scale codebases.
Let X, Y be real n×n matrices such that
X² + Y² - XY = 0.
Suppose that YX - XY is invertible. Compute the number of possible values for n such that n ≤ 2025.
Consolidating the matrix problem and equation interpretation. We're solving for an equation involving real n×n matrices, X and Y, such that the sum...
Novel Math Post-Training Data
Advanced mathematical post-training data featuring novel question, answer, and rubric sets, written by PhDs and Olympiad medalists to target specific exams such as IMO and Putnam.
The grid layout breaks on mobile. Can you make it responsive?
Checking the CSS breakpoints... I see the issue in grid-cols. Fixing it now.
Human-Agent Interaction in Coding
Interactive coding trajectory data from long-horizon, end-to-end coding workflows in which expert developers collaborate with AI coding agents.
Custom Projects
Custom research projects designed with partner labs to develop tailored data, environments, or evaluations aligned with specific benchmarks and research goals.
Careers
We are hiring exceptional ML/SW engineers, mathematicians, and scientists with a passion for building the smartest systems of tomorrow. You will work closely with top foundational labs.