Mission Brief

Governed AI Experimentation Sandbox

Self-serve experimentation with guardrails and metering.

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Problem

Teams can’t experiment because access and approvals are slow. This mission ships a sandbox that is safe, logged, and reusable.

Constraints

  • Policy-as-code
  • Allowlisted models/tools
  • Usage metering and logging
  • Secure enclave boundaries

What ships

  • Sandbox environment with templates and guardrails
  • Policy-as-code controls (RBAC, egress, tool allowlists)
  • Logging/metering dashboard
  • Starter mission templates
  • AI-First interfaces for wrappers and tools
AI-First interface map
Workflow / UI Tool Interface Model Wrapper Services / Data contract tests swap-ready Interfaces are explicit. Dependencies are documented. Swaps are practiced.

Success metrics

  • Onboarding time
  • Experiments run/week
  • Policy violations caught automatically
  • Graduate rate from sandbox → mission
  • Blocked time reduction

Reuse kit

Starter structures you can adapt inside your environment.

DoD mapping

  • Builders over administrators
  • Model velocity