Work with us
Bring a system to evaluate, a research question, your expertise, or support for an independent study. Choose the starting point that fits; share your domain and context in the inquiry.
Bring an AI system and a release, deployment, or expansion decision. We assess whether the available access, methods, and expertise can answer your question.
Tell us what the system does, who will use it, and what decision the evidence should inform.
Developing an agent? A scoped design partnership can help build repeatable evaluations for a consequential workflow.
Explore the evaluation approach →Bring a research question, evaluation method, or result to reproduce. We welcome AI labs, researchers, and institutions with relevant systems, data, or domain knowledge.
Share the question, the contribution you have in mind, and any access or publication constraints.
Research in development: methods for checking safety-evidence fidelity and agent authority. A collaboration can help define a task, test a review method, or reproduce a result.
Browse open research questions →Offer research, engineering, domain practice, review, or community insight. Individuals can contribute without an institutional sponsor or a particular religious commitment.
Introduce your experience, interests, and availability. Scope, compensation, credit, ownership, and confidentiality are agreed before work begins.
Help fund a defined independent study. We share a research plan, intended outputs, and a budget so you can assess the contribution your support would make.
Tell us your research interests, funding vehicle, and timing. Funding does not determine the findings.
Compare reviewers using reports alone with reviewers who can inspect the underlying experiment records. Intended outputs include a reproducible protocol, evaluation tasks and tooling, and findings with stated limitations.
Support would cover research and evaluation engineering, model access, and review. The study remains proposed; we share a scoped plan and budget for discussion.
After your inquiry
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We read your question, intended use, constraints, and the contribution you have in mind.
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We consider the methods, expertise, and access needed, and whether Fide can contribute meaningfully.
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Where there is a fit, we propose a conversation or request focused context. Scope and terms are agreed before work begins.
Participation cannot buy favorable findings or endorsement. Relevant relationships and limits remain visible in the work.
Read the independence policy →