Copilot on the desktop: define actions and review points
An agent prepares a report in an application. Learn to separate access, preparation, and sharing, then check the breakpoints of new Copilot previews.
Category
AI Governance
OpenAI text watermark: what evidence should we keep about a text’s origin?
Your help sheet was prepared with an AI and then revised. Understand what the new watermark is OpenAI can indicate and prepare a writing journal without turning a signal into a verdict.
GitHub Copilot multi-model governance: policies, data and deprecations
The model selector is no longer a simple individual setting. Once several providers, data policies and retirement cycles coexist, GitHub Copilot becomes a portfolio to govern.
Human in the loop: designing human validation of an AI system without creating a false sense of control
An 'approve' button is not a control if the person has neither the time, nor the evidence, nor the power to refuse.
AI Governance: Building a Useful Policy and Registry, Not Another Bureaucracy
A charter without an inventory controls nothing, and a register without decisions quickly becomes obsolete. Useful governance links each use of AI to an owner, boundaries, evidence, and a review cycle.