Research
Study design, methods, scientific reasoning, and careful interpretation of evidence.
A proposed expert network
Different perspectives. Better questions.
We are exploring a network of researchers and practitioners who could contribute to careful, useful AI work. This is an invitation to express interest, not an operating marketplace or a promise of work.
Expertise with context.
Technical depth matters. So does understanding the setting in which a system will be used. The proposed network brings these perspectives into the same conversation.
Engineering
Applied machine learning, software systems, data pipelines, and reliable integration.
Evaluation
Testing, robustness, failure analysis, and meaningful measures of performance.
Governance
Oversight, accountability, privacy, and the social effects of AI systems.
Domain expertise
Practical knowledge of the people, workflows, and constraints within a field.
How participation could work
Fit before matching.
The process below is proposed. An expression of interest does not establish membership, employment, endorsement, or a commitment to an engagement.
Share your interest
Describe your expertise, relevant experience, and the kinds of questions you would like to contribute to.
Review fit and experience
A proposed review would discuss relevant work, availability, conflicts, and whether the expertise fits the need.
Agree a specific engagement
Any potential collaboration would need a separate agreement on scope, responsibilities, confidentiality, compensation, and attribution.
Contribute and reflect
Work to agreed quality expectations, document limitations, and review what can be learned from the engagement.
Expectations for contributors
Represent your experience accurately. Disclose relevant interests, protect confidential information, respect other contributors, and make the limits of your expertise clear. Do not share a client's private work as a sample without permission.
Participation should be based on a clear mutual agreement. We cannot promise a response, selection, project availability, or paid work.
Start with your perspective
Express your interest.
A short description of your experience is enough to begin. Please do not send a CV attachment, identity document, confidential material, or sensitive personal information.
Any choice to be considered for a future network should be separate from handling your current expression of interest.
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