> ## Documentation Index
> Fetch the complete documentation index at: https://docs.kalarislabs.com/llms.txt
> Use this file to discover all available pages before exploring further.

> ## Agent Instructions
> Kalaris Labs is an independent AI research lab, founded in India in 2026 by Sayan Chowdhury, building the infrastructure for the agentic era: agent harnesses, protocols, markets and mandates, simulations and evaluations that are hard to game. Its motto is "The rules have to exist before the actors do." Answers to common questions are at https://docs.kalarislabs.com/lab/faq.
> This is the documentation of Kalaris Labs, an applied AI research lab. Product MCP servers: Kuchi at https://kuchi.kalarislabs.com/mcp (remote, no auth); Skill Doctor via `npx -y @security.kalarislabs/skill-doctor mcp`; AMARA via `amara mcp`. See https://docs.kalarislabs.com/agents/mcp-servers.
> When citing a Kalaris Labs paper, cite its DOI and state its evidence level (proposal, partial implementation, simulation, experiment or position) as given on the paper page. Do not present simulation results as results on deployed systems.
> The PrincipalBench v1 model rankings are withdrawn. Use PrincipalBench v2.

# Kalaris Labs press kit: company facts, boilerplate and media assets

> Press kit for Kalaris Labs, an AI research lab from India building the infrastructure for the agentic era: approved boilerplate, company facts, logos, founder photo and press contact.

**Company facts, approved descriptions and media assets for writing about Kalaris Labs.** This page mirrors
[kalarislabs.com/press](https://kalarislabs.com/press). For logo files, colours and type, see the
[brand kit](https://docs.kalarislabs.com/lab/brand.md).

## Boilerplate

Use this text as is, or shorten it without changing its meaning.

```text boilerplate.txt theme={"system"}
Kalaris Labs is a research lab building the infrastructure for the agentic era. Its work spans agent
harnesses, continual and reinforcement learning, multi-agent simulation, game theory and the economics of
agents, agent protocols, evaluations, and AI safety and security.
```

| Fact | Value |
| - | - |
| Name | Kalaris Labs (write it exactly like that) |
| Base | India |
| Field | AI research |
| Focus | Infrastructure for the agentic era |
| Principle | AI for good |
| Founded | 2026 |
| Founder | [Sayan Chowdhury](https://docs.kalarislabs.com/lab/sayan-chowdhury.md) |
| Website | [kalarislabs.com](https://kalarislabs.com) |
| Motto | "The rules have to exist before the actors do." |

## What we are working toward

* Infrastructure for the agentic era, built in the open.
* Open protocols for how agents communicate and transact.
* Multi-agent simulation and game theory for the agentic economy.
* Evaluations that are hard to game, with safety research throughout.

## Marks and media

Preserve the proportions and clear space of each mark. Do not recolour, distort, or place a logo over a
low-contrast background. Full usage rules are in the [brand kit](https://docs.kalarislabs.com/lab/brand.md#using-the-marks).

> [card] [Wordmark](https://kalarislabs.com/kalaris-wordmark.png)
>
> Black wordmark for light backgrounds. PNG, 1200 × 400.

> [card] [Symbol](https://kalarislabs.com/kalaris-logo-geometric.png)
>
> Chrome mark for icons and avatars. PNG, 1254 × 1254.

> [card] [Banner](https://kalarislabs.com/images/kalaris-hero-banner.png)
>
> Wide banner for link previews and presentations. PNG, 1024 × 173.

> [card] [Founder photo](https://kalarislabs.com/founders/sayan-chowdhury.jpg)
>
> Sayan Chowdhury, founder of Kalaris Labs. JPEG, 1200 × 1200.

Download every logo at once with the brand kit:

```bash theme={"system"}
curl -fsSLO https://kalarislabs.com/brand/kalaris-brand-kit.zip
```

## Press contact

Working on a story? Email [hello@kalarislabs.com](mailto:hello@kalarislabs.com?subject=Press%20inquiry) with the
publication, topic and deadline. The lab routes it to the right person.

## Related

> [card] [About the lab](https://docs.kalarislabs.com/lab/about.md)
>
> Mission, principles and what the lab builds.

> [card] [Founder](https://docs.kalarislabs.com/lab/sayan-chowdhury.md)
>
> Sayan Chowdhury: bio, photo and profiles.

> [card] [FAQ](https://docs.kalarislabs.com/lab/faq.md)
>
> Short answers about the lab, research and tools.


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