Frontier AI Infrastructure

Helping build the next
frontier of AGI through
environments, data & talent.

We partner with frontier AI companies to accelerate model training through high-fidelity RL environments, expert-curated datasets, and a global network of elite talent.

RL ENVIRONMENTS AI MODEL TRAINING AGI 👤 👤 👤 ★ ELITE TALENT
Core Capabilities

We are expanding the frontier
of AI research by building

Comprehensive infrastructure for model training — from simulated environments to expert data pipelines.

RL Environments

We create realistic environments where models learn real-world behavior.

High-fidelity replicas of live systems
Cross-domain: MCP, web, enterprise apps
Comprehensive evals and benchmarks
HIGH FIDELITY LIVE REAL LOGIC

Data

We curate, verify, and deliver high-quality training data with full transparency and ownership.

Own the Data — exclusive rights, no ambiguity
Verified Experts — top 0.1% from our network
End-to-end pipeline management
DATA SOURCE EXPERT VERIFY ✓ YOUR EXCLUSIVE DATA ✓✓ RUBRICS QA VALIDATED

Talent

Pressure-tested sourcing, validated by data.

AI interviewer with 97% accuracy
Deploy in days, not months
Strict expert evaluation pipeline
5M+ SOURCED SCREENED AI VETTED 97% ELITE POOL ★ ★ ★ 0 days 5 days deploy
Research

Building AGI means building
the benchmarks that define progress.

Defining the only benchmark for project management — measuring AI performance on real-world PM tasks.

Defining the only benchmark for Project Management

The only benchmark measuring AI performance on real-world PM tasks across Linear, Jira, and more.

0+
Tasks
0+
MCP Servers
0+
Tools
Tested with Industrial Roles
Project Manager
Product Manager
Engineering Manager
< 0 %
Top Model Pass-rate
Model Performance Benchmark
GPT-4o
~15%
Claude 3.5
~10%
Gemini 1.5
~8%
100% 75% 50% 25% 0% human GPT-4o Claude 3.5 Gemini 1.5 o3 Llama 3 Mistral 15% 10% 8% 12% 6% 5% UNCODER PM BENCHMARK — TOP MODEL PASS-RATE <10%
Talent

Pressure-tested sourcing,
validated by data.

Strict evaluation pipeline involving assessments, AI interviews (industry-highest 97% IRR) and expert interviews.

0
Days — Continuous Sourcing & Screening
5
Days — Exclusive Talent Pool, Deployed
0 Source 2 Screen 4 Verify 5 Deploy ✓
1
Sourcing & Pipeline
Continuous sourcing from 5M+ learner network across SWE, ML, Data Science, Cybersecurity and more.
2
Screening & Validation
AI-powered interviews with 97% inter-rater reliability, backed by program performance data.
3
Matching & Deployment
Expert matching in 5 days. Deployed and onboarded, ready to contribute from day one.

For 10 years, we have been refining how humans learn.

Built by ex-Meta, ex-Google engineers.

Our learning and evaluation rubrics have been tested across millions of learners and thousands of hiring pipelines.

0M+
Learners
0K+
Enrolled in high-rigour tech & business programs
0+
Years designing evaluation rubrics
Coverage
SWEMLData Science SRECybersecurityProduct MarketingOperationsSales Leadership

Deeply engaged expert talent pool working at

GoogleMetaAmazon MicrosoftAppleNetflix OpenAIAnthropicDeepMind GoogleMetaAmazon MicrosoftAppleNetflix OpenAIAnthropicDeepMind