Chris's RL Envs

A career network connecting people with opportunity in the AI economy.

Reliable AI for critical decisions, from frontier training data to deployed systems.

Human intelligence for training and evaluating AI.

Expert data development for frontier AI

Human data improves models, models lift people. Pareto advances the signal that keeps the loop turning.

Human expertise for frontier AI, from model training and evaluation to useful work.

Expert data, evaluations, RL environments, and engineering for frontier and enterprise AI.

Data lab to train frontier models and evaluate agents

AI training data built from how experts reason, decide, and work.

A modern data, compute, and AI agent platform for biotech R&D.

Patronus AI develops simulation research and infrastructure to accelerate progress toward human-aligned AGI

Research and data infrastructure for training, evaluating, and advancing frontier AI models on long-horizon expert work.

RL environments that train frontier AI models on real financial services work.

Mechanize builds RL environments and sells them to leading AI labs.

Proximal is a research lab for coding data. We build the data engine behind the next generation of autonomous coding agents.

Reliable AI for regulated industries

Bespoke Labs optimizes AI agents using cutting-edge research on data curation and evolutionary algorithms.

High-signal training data & RL environments for AI teams. Deploy fail-safe agents with real-world simulations.

Connect Claude Code, Codex and Cursor session costs to engineering work and outcomes. Find wasted tokens, repeated failures and practices to

ReasonCore AI bridges the data economy and the AI economy — connecting data suppliers with frontier AI labs, neolabs, and enterprises deploy

Environments and datasets for reinforcement learning.

Aviro designs challenging worlds for AI models to explore and solve problems, delivered as post-training datasets and reinforcement learning

Environments are the new data. BenchFlow ships SkillsBench, ClawsBench, PostTrain, and the runtime.

EdotEnv builds RL environments from financial market data for self-improving intelligence.

Post-training datasets and reinforcement-learning environments for software engineering and AI R&D, built by a team of researchers and engin

A London research lab building the infrastructure for AI that reasons, plans, and acts together over long horizons.

Data and environments for training computer-use AI.

Our goal at Metaphi AI is to advance systems that expand our collective intelligence, so more people can aim bigger and invent more.

Applied AI research for hardware design across the manufactured world.

Refresh builds simulation engines for coding and computer use, for frontier labs to train the next generation of virtual software engineerin

Applied research at the intersection of AI and the life sciences.

Research-Grade Data + Private Evals for Frontier AI

Vmax is automating reinforcement learning by transforming proprietary data and evaluations into new environments.

Rides, delivery, and freight connecting people and goods through one global platform.

Powering Computer Use

Fleet - AI-powered workflows

Custom datasets, traces, expert evaluations and more for frontier AI models.

Powers AI labs with premium data from a global network of creators.

Training gyms where frontier AI learns useful digital work.

An applied AI lab building long-horizon RL environments for frontier AI labs, plus the evaluations and custom models that put AI to work ins

ARIMLABS builds RLVR environments, benchmarks, and loss-of-control scenarios for security and reliability agents.

Steerable and explainable AI

Push the frontier of your model

The next generation of autonomous cybersecurity

Preference Model is building the next generation of training data to power the future of AI.

Train world-leading AI models and deploy them at enterprise scale. Symbal powers frontier labs and enterprises in real workflows.

We're giving AI models and agents taste | Join our mission to end AI slop.

Align AI builds the verification layer for AI agents — collecting ground truth from encoded laws, enterprise knowledge, and expert judgment.

Andromede is an RL data lab generating environments, tasks, and verifiers from real-world data for post-training and evaluation of frontier

High-quality human data to evaluate, supervise and align AI systems.

Diffuse Labs. San Francisco, CA.

Teaching models financial judgment with training data, evaluations and environments grounded in real financial work.

Pre-training and post-training data for frontier AI labs, delivered at petabyte and exabyte scale.

Simulations that measure and improve your models' key capabilities: Long-horizon reasoning, tool use, enterprise functionality, and more.

Training data for recursive self-improvement

We build the datasets, evaluation environments, and data pipelines that move AI agents from controlled demos to real-world production.

Prompt to silicon: agents that go from workload to GDS in weeks.

Simulated worlds for training and evaluating browser agents.

We power training, evaluation, and next-gen generative AI with elite US-based, context-aware human trainers paired with automation that sca​

Theta: Specialized AI for Every Job

Trajectory Labs, PBC provides AI safety evaluations, red teaming, and RL environments to frontier labs.

Vetto designs learning experiences, feedback systems, and evaluations that directly improve real-world model capability for frontier AI labs

Historical: AI training data, model evaluations, and reinforcement-learning environments; acquired by Mercor in 2026.