Capability. Context. Authority.

Bounded prototype · working designation

Intelligence does not confer permission to act.

The initial implementation explores tool-access grants and delegated authority for a sandboxed agent. It separates a proposed action, authorization, enforcement and the resulting evidence.

• A runnable prototype with behavioral and container-boundary checks
• Authority state, delegation and recovery are explicit engineering concerns
• Production readiness and live AIP integration are not established

Protocol framework · evaluation direction

Make missing context and changes of frame observable.

AIP organizes missingness, contradictions, hypotheses, uncertainty and frame anchors. The current evaluation direction asks whether an AI response preserved, corrected or silently substituted the user's frame.

• Distinguish available evidence from missing evidence
• Keep competing interpretations and uncertainty visible
• Evaluate frame fidelity rather than assume fluent answers preserve intent

Engineered runtime governance product · v1.1

Child safety with large language models.

BOPS-KIDS brings child-mode controls, response-boundary checks, safer redirection and suppression auditing into the chat response path. The wider product architecture describes Protected Routing, retention boundaries and human-relationship principles.

• Checks determine when child-mode instructions apply before generation
• Generated responses are checked; flagged output is suppressed and redirected
• Suppression actions are recorded for technical review
• Discuss integration and evaluation scope; no universal detection guarantee is claimed

Available practice surface · enterprise evaluation proposed

Develop the human operator through deliberate practice.

BrilliantDojo provides an AI practice environment. The enterprise proposition is improved operator performance: stronger outcomes, better judgment and less unnecessary iteration.

• Begin with free sparring at BrilliantDojo
• A proposed enterprise evaluation would compare pre/post outcomes
• Performance improvements require measurement; no universal uplift is claimed