> ## 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 The PrincipalBench v1 model rankings are withdrawn.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.

# Sayan Chowdhury, founder of Kalaris Labs

> Sayan Chowdhury is the founder of Kalaris Labs and an agentic AI researcher based in India, working on agent systems architecture, scientific infrastructure and the economic layer of agentic systems. Profiles, papers and contact.

![Portrait of Sayan Chowdhury, founder of Kalaris Labs](https://mintcdn.com/kalarislabs/6l9lzEBApmomgtfq/images/founders/sayan-chowdhury.jpg?fit=max\&auto=format\&n=6l9lzEBApmomgtfq\&q=85\&s=57e6c1eb7fd10d1bf29cfe227a1aea36)

**Sayan Chowdhury is the founder of [Kalaris Labs](https://docs.kalarislabs.com/lab/about.md) and an agentic AI researcher based in India.** The work
covers agent systems architecture, scientific infrastructure and the economic layer of agentic systems: the
harnesses, protocols, markets and evaluations that agents need before they can be trusted with real work.

Sayan Chowdhury is also the author of the lab's preprints and writes most of the [Kalaris Labs blog](https://docs.kalarislabs.com/blog.md).

## Profiles

| Where | Link |
| - | - |
| Lab website | [kalarislabs.com/team/sayan-chowdhury](https://kalarislabs.com/team/sayan-chowdhury) |
| LinkedIn | [linkedin.com/in/sayanchowdhuryai](https://www.linkedin.com/in/sayanchowdhuryai) |
| X | [@sayanchowdhuryai](https://x.com/sayanchowdhuryai) |
| ORCID | [0009-0004-8421-0087](https://orcid.org/0009-0004-8421-0087) |
| GitHub | [github.com/saynchowdhury](https://github.com/saynchowdhury) |
| Hugging Face | [huggingface.co/sayanchowdhuryai](https://huggingface.co/sayanchowdhuryai) |
| Instagram | [@sayanchowdhuryai](https://www.instagram.com/sayanchowdhuryai) |

## Areas of work

Agentic systems, multi-agent systems, agent infrastructure and harnesses, agent economics, AI safety and security,
and [Research Agent Skills](https://docs.kalarislabs.com/research-agent-skills.md).

## Read and cite

* [Research papers](https://docs.kalarislabs.com/research.md), open access with DOIs and a stated evidence level
* [Blog](https://docs.kalarislabs.com/blog.md), engineering deep-dives and research essays
* [Manifesto](https://kalarislabs.com/manifesto), the case for building the rules before the actors

## Kalaris Labs on other platforms

| Where | Link |
| - | - |
| Hugging Face | [huggingface.co/Kalarislabs](https://huggingface.co/Kalarislabs) |
| GitHub | [github.com/KalarisLabs](https://github.com/KalarisLabs) |
| LinkedIn | [Kalaris Labs](https://www.linkedin.com/company/kalarislabs) |
| X | [@kalarislabs](https://x.com/kalarislabs) |
| Instagram | [@kalarislabs](https://www.instagram.com/kalarislabs) |

Contact: [hello@kalarislabs.com](mailto:hello@kalarislabs.com).


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