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General Reasoning


About

General Reasoning develops infrastructure for long-horizon reinforcement learning. Its OpenReward platform hosts RL environments through interoperable APIs for training and evaluation, while open-source tools such as Firehorse connect agent harnesses to those environments and generate evaluation and training trajectories.

What They Offer

Commercial or operational services this company provides.

Agent evaluations
Open-source tooling
Custom RL environments
Agent trajectories
Managed infrastructure

Products & Public Artifacts

OpenReward
Tool · Open source

OpenReward is an interoperable platform for serving reinforcement-learning environments as API endpoints for training and evaluation, with hundreds of environments hosted on the platform.

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Firehorse
Tool · Open source

Open tool connecting agent harnesses to RL environments for evaluation and trajectory generation.

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KellyBench
Benchmark · Public

Long-horizon benchmark environment for evaluating agent performance.

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Technical Capabilities

Tool / API / MCP UseLong-Horizon TasksProgrammatic Verifiers

Only publicly documented capabilities are shown. Absence does not imply the capability is unavailable.

Focus Areas

RL EnvironmentsRLHF / Post-trainingAgent InfrastructureEvaluations

Domains

Software Engineering

Leadership

Ross Taylor
Co-founder & CEO
Chengxi Taylor
Co-founder & President