Useful AI needs thoughtful boundaries.

Useful AI needs thoughtful boundaries.

Useful AI needs thoughtful boundaries.

Black Box Theory approaches AI agents and custom systems as real work: scoped tasks and tools, representative evaluations, and human review where judgment matters.

Black Box Theory approaches AI agents and custom systems as real work: scoped tasks and tools, representative evaluations, and human review where judgment matters.

Our mission & principles

We design around the task, the people affected and the system’s limits. Representative examples and failure cases help shape the work, with human review where judgment matters.

Our safeguards

Scope tasks, tools and access. Evaluate representative work and likely failures. Plan human checkpoints, monitoring and iteration for each project. This is a design approach, not a universal certification or performance guarantee.

Submit a report

Submit a report

Submit a report

For AI safety or security concerns, email admin@blackboxtheory.ai. Avoid confidential or sensitive data in reports. A submission is a report, not a service contract, and no response time is guaranteed. See our draft website Privacy Policy for information about report-related personal data.

Scope tasks, tools and access. Evaluate representative work and likely failures. Plan human checkpoints, monitoring and iteration for each project. This is a design approach, not a universal certification or performance guarantee.

Our safeguards

We design around the task, the people affected and the system’s limits. Representative examples and failure cases help shape the work, with human review where judgment matters.

Our mission & principles

Scope tasks, tools and access. Evaluate representative work and likely failures. Plan human checkpoints, monitoring and iteration for each project. This is a design approach, not a universal certification or performance guarantee.

Our safeguards

We design around the task, the people affected and the system’s limits. Representative examples and failure cases help shape the work, with human review where judgment matters.

Our mission & principles

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