> ## Content Index
> Fetch the complete content index at: https://entrepreneurplus.co.uk/llms.txt
> Use this file to discover other available public pages before exploring further.

# AgileRL
- URL: https://entrepreneurplus.co.uk/startups/agilerl/
- Published: 2026-10-15T15:46:02.000Z
- Updated: 2026-10-15T15:46:02.000Z
- Description: Reinforcement learning platform that post-trains open models into specialised agents for enterprise tasks.
- Author: Editorial Desk
- Tags: #ep-startup

![AgileRL logo](https://storage.ghost.io/c/05/a4/05a4a052-18ab-4836-8924-ec8b322c371c/content/images/2026/10/agilerl-logo.png) 

Reinforcement learning platform that post-trains open models into specialised agents for enterprise tasks.

- AI & Data
- Seed
- London

Sector

AI & Data

Stage

Seed

Based in

London

Founded

2023

Funding raised

$7.5M

Website

[agilerl.com](https://agilerl.com/?ref=entrepreneurplus.co.uk)

AgileRL builds tools for training AI agents with reinforcement learning. Its open-source framework offers evolutionary hyperparameter optimisation that the company says speeds up training by up to ten times compared with standard RL libraries. On top of this sits Arena, an enterprise platform that turns a customer's own data into training environments and datasets, runs distributed reinforcement fine-tuning of open models, and deploys the resulting agents on the customer's infrastructure. The company came out of Entrepreneur First, has offices in London and San Francisco, and has partnered with NVIDIA on post-training Nemotron models.

## Team

- **Param Kumar**, Co-founder & CEO [LinkedIn](https://www.linkedin.com/in/param-kumar/?ref=entrepreneurplus.co.uk)
- **Nicholas Ustaran-Anderegg**, Co-founder & CTO [LinkedIn](https://www.linkedin.com/in/nua/?ref=entrepreneurplus.co.uk)

[LinkedIn](https://www.linkedin.com/company/agilerl/?ref=entrepreneurplus.co.uk) · [X (Twitter)](https://x.com/AgileRL%5FInc?ref=entrepreneurplus.co.uk)

[← All UK startups](https://entrepreneurplus.co.uk/startups/) · [Is this your company? Request an update](https://entrepreneurplus.co.uk/startups/submit/)