The system
What models, data, RAG, agents, MCP servers, tools, vendors, and infrastructure are involved?
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Bring the system. Bring the problem.
You do not need to know the exact service name. Tell us what the AI system does, where it is in its lifecycle, and what must become safer, more reliable, or more capable.
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A useful first brief
A few clear facts are enough to begin.
The stage
Is this an idea, prototype, pre-launch review, production system, active incident, or redesign?
The concern
What needs assessment, repair, construction, validation, containment, or an independent decision?
The boundaries
What data sensitivity, regulatory obligations, deployment constraints, and authorized test limits apply?
The outcome
What decision or operational result must this engagement make possible?
The timing
Is there a launch date, incident window, audit, board decision, or other deadline?
Confidentiality: Do not include credentials, secrets, personal data, exploit material, or sensitive production evidence in an initial inquiry. A protected exchange can be established after scope and authorization are confirmed.