# Zubair Ashraf

- **Website:** <https://crlab.ca>
- **Primary alias:** `crlab.ca`

## Description

CR Labs, also known as Cyber Resiliency Labs and Consulting Inc., is an Ontario-based organization focused on AI security, model training, and education. It helps businesses and non-profits understand and improve AI systems through research, practical model development, and clear explanations of complex topics.

Its AI security work includes red-teaming AI systems and investigating vulnerabilities in both model behavior and the infrastructure around AI products. For organizations seeking models tailored to their needs, CR Labs fine-tunes and aligns open language models using methods such as supervised fine-tuning, direct preference optimization, and reinforcement learning from AI feedback. The team measures performance before and after training, providing results that can be checked.

CR Labs also creates educational videos, training, field guides, and plain-language explainers designed to make AI research accessible to non-specialists. Its resources cover how AI is built and operated, careers in the field, and security research. Led by founder Zubair Ashraf, a security researcher and engineer, CR Labs describes its approach as small, senior, and research-driven, with an emphasis on open models, measured improvements, and helping people understand the work.

## Industries

- 🖥 Computers Electronics and Technology
- 🖥 Artificial Intelligence and Machine Learning _(under Computers Electronics and Technology)_

## Links

- [youtube](https://youtube.com/channel/UCQ1PDMYSh8m6vvw_57r52Tw)
- [twitter](https://twitter.com/zashraf1337)

## Logos & icons

- logo _(primary)_ — PNG — [download](https://cdn.brandfetch.io/idkeatPFgi/w/180/h/180/theme/dark/logo.png?c=1bxid64Mup7aczewSAYMX&t=1791665021376)
- icon _(primary)_ — JPEG — [download](https://cdn.brandfetch.io/idkeatPFgi/w/400/h/400/theme/dark/icon.jpeg?c=1bxid64Mup7aczewSAYMX&t=1791665021713)

## Colors

| Name | Hex | Theme |
| --- | --- | --- |
| Green Pea | #1f6b4a | accent |
| Cod Gray | #111111 | dark |
| White | #ffffff | light |

## Fonts

- -apple-system — asset _(system)_

## Imagery

- banner _(primary)_ — JPEG — [download](https://cdn.brandfetch.io/idkeatPFgi/w/1500/h/500/idiHK5oU2O.jpeg?c=1bxid64Mup7aczewSAYMX&t=1791665021524)

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_Source: <https://brandfetch.com/crlab.ca>_
_See [/llms.txt](/llms.txt) for a full list of agent-readable pages, and [/auth.md](/auth.md) for how agents authenticate._