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.
Tag: AI governance
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.
The AI Did Not Decide: Name the Human Who Owns Every Handoff
AI-assisted work can scatter responsibility across a team. Use four named owners, proportionate review and clear stop rules to keep decisions human and accountable.
OpenAI’s Rosalind Academic Plan Lowers Access Costs—Not the Governance Burden
OpenAI’s sponsored GPT‑Rosalind access may lower costs for eligible US labs, but provenance, data governance and human verification remain essential.
AI Reliability Is Not One Accuracy Score: What Reliability Engineering Adds
A new preprint argues that reliable AI needs defined failures, operating conditions, repeated tests, exposure data, monitoring and recovery—not one benchmark score.
Before You Buy an AI Agent, Audit the Action Log You’ll Need After a Failure
A practical buyer’s guide to testing AI-agent audit trails, incident replay, privacy controls, retention, export and the true operating cost of accountable automation.
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.
Do Not Let the AI Answer First: Protect Independent Judgement in Team Decisions
A practical leadership system for preserving independent human judgement, useful disagreement and accountable review when teams use AI advice.
OpenAI’s Agents API Is in Public Beta: What Businesses Still Need to Control
OpenAI’s managed Agents API can run long tasks, use tools and coordinate subagents. Here is what businesses must still control before production deployment.