Cyber Resiliency Labs and Consulting is an Ontario firm. We fine-tune and align open language models for businesses, non-profits, and mission-driven teams. We make hard AI topics clear through explainer videos, and we research the security of AI systems.
Talk to us about a projectWe fine-tune and align open language models: supervised fine-tuning, preference optimization (DPO and RLAIF), and the data pipeline behind them. You get a model shaped to your domain and values, with the improvement measured, not asserted.
We explain dense research and hard AI topics in plain language, as videos and training. We already produce walkthroughs that make new methods understandable to non-specialists, so your team learns what a model does and why.
We red-team AI systems and research vulnerabilities in AI products, from model behavior to the infrastructure around it.
A focused team that does the work itself. We stay close to the current literature and bring methods from research into production.
We work with open weights so you keep control of your model and data. We measure before and after, so an improvement is a number you can check.
Part of our research work: a weekly tracker of the most significant breakthroughs across AI and the frontier fields around it (biotech, energy, space, quantum, robotics). We maintain it to help founders, researchers, and investors see where the field is moving and who is driving it. Read the tracker →
We publish field guides and narrated walkthroughs that make dense AI papers and methods easy to follow. Start with our field guide, Inside a Large Language Model, or browse the full Learn library.
Tell us the model, the task, and what "better" looks like for you. We'll tell you whether we can move the number.
Ontario, Canada
Reach us on LinkedIn or X. Message Zubair Ashraf.