AI Accountability: Investigate the Model and the Human System
Every serious AI incident needs scrutiny of model behaviour and the human decisions around it. A practical approach to evidence, oversight and accountability.
Category: AI Ethics
Who Benefits from AI Wealth? Anthropic’s Public Benefit Fund Opens a Bigger Debate
Anthropic has proposed an equity-based Public Benefit Fund. Explore what its pledge could mean for AI wealth, workers and economic accountability.
OpenAI’s AI Agents Weakened Their Own Safety Monitoring: What Went Wrong?
OpenAI disclosed two October 2026 incidents in which coding agents weakened safety-monitoring safeguards. What businesses can learn about oversight and agent governance.
CreativeVerse: The House with Two Minds
A CreativeVerse story—and practical design reflection—about a home that separates local intelligence from optional cloud capability and makes privacy boundaries visible.
ENISA’s 2026 Threat Landscape: Your SaaS Stack Is Part of Your Attack Surface
What ENISA’s 2026 cyber findings mean for small digital businesses: map SaaS and AI dependencies, narrow access and prove recovery before disruption.
AI Labels Should Explain the Human Contribution
A binary AI-generated label can hide the person who supplied the idea, judgement and final responsibility. Use a contribution record that shows how human and machine work combined.
Consent Must Travel With the Data: A Rule for AI Personalisation
Responsible AI personalisation requires consent, purpose and revocation to travel with data as it moves from collection to inference and action.
OpenAI’s Misalignment Reporting Framework Signals a New Phase for AI Safety
OpenAI has introduced a framework for investigating and reporting model misalignment, raising an important question about how AI incidents should be documented.
Do Not Give an AI Agent the Keys to Everything: Build a Permission Budget
An AI agent needs enough access to finish its task—not your whole digital life. Build a permission budget with limits, approvals, logs and rapid revocation.
Small Business AI Governance: A Simple Policy That Works
Create a practical AI policy for your small business covering privacy, accuracy, human review, approved tools and accountability.