Whitepapers
Blueprint for Governed AI
A procurement-ready framework for source grounding, policy boundaries, human review and auditability.
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AI Procurement Guide for Canadian Public Sector
A guide for RFx language, evaluation questions and risk controls.
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Human-in-the-Loop AI in Healthcare
A report on escalation, privacy, approved sources and safe clinical support boundaries.
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Responsible AI for K–12 Schools
A school-board guide for safe AI literacy, teacher oversight and student creativity.
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Marbles Cognitive OS Architecture
A conceptual architecture for orchestration, governance and reusable intelligence workflows.
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Microsoft 365 + Marbles Readiness
A practical framework for content hygiene, permissions and governed copilots.
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Source-Grounded AI for Research
How research teams can preserve provenance, evidence and knowledge reuse.
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Bilingual AI for Public Service
A Canadian guide to equal-quality English/French AI service delivery.
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AI Training and Adoption Framework
Role-based learning paths for executives, managers, practitioners and technical teams.
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Character Interfaces for AI
Designing tone, refusal, escalation and consistency for trusted assistants.
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Enterprise AI Governance Checklist
A board and implementation checklist for operationalizing responsible AI.
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Sovereign AI Infrastructure
When secure compute, residency and hybrid deployments matter.
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