Good human oversight is designed into the flow: show the agent’s proposed action, explain its evidence, and make approval or rollback simple. #AIGovernance #UX
November 8, 2026 at 9:41 AM
Good human oversight is designed into the flow: show the agent’s proposed action, explain its evidence, and make approval or rollback simple. #AIGovernance #UX
Treat an AI agent’s permissions like task-specific access: grant the minimum it needs, limit the scope, and make access expire when the work is done. #AIgovernance
November 7, 2026 at 7:20 AM
Treat an AI agent’s permissions like task-specific access: grant the minimum it needs, limit the scope, and make access expire when the work is done. #AIgovernance
AI adoption is not a race to deploy the most agents. It is a discipline of choosing the right workflow, bounding autonomy and proving measurable value. #EnterpriseAI #AIGovernance
November 8, 2026 at 9:39 AM
AI adoption is not a race to deploy the most agents. It is a discipline of choosing the right workflow, bounding autonomy and proving measurable value. #EnterpriseAI #AIGovernance
A useful AI audit trail connects the task, data sources, policy applied, tool call, result, and any human override. A transcript alone rarely gives an operator enough to reconstruct a decision. #AIGovernance
November 7, 2026 at 9:27 AM
A useful AI audit trail connects the task, data sources, policy applied, tool call, result, and any human override. A transcript alone rarely gives an operator enough to reconstruct a decision. #AIGovernance
Human oversight needs authority, context and time. A reviewer who can only rubber-stamp a queue is not an effective control. #AIgovernance
November 6, 2026 at 8:34 AM
Human oversight needs authority, context and time. A reviewer who can only rubber-stamp a queue is not an effective control. #AIgovernance
One study: approving each agent action blocked the most overreach, yet 4 in 10 got through. Set limits first. #procurement #AI #AgenticAI #AIgovernance procurementtidbits.substack.com/p/human-in-t...
November 7, 2026 at 5:10 PM
One study: approving each agent action blocked the most overreach, yet 4 in 10 got through. Set limits first. #procurement #AI #AgenticAI #AIgovernance procurementtidbits.substack.com/p/human-in-t...
Plenty of teams now run AI agents without a list of what exists or who owns it. I started Open-GenCut as a registry for that: which agent exists and who is responsible for it. It is alpha software, Apache 2.0. https://github.com/quirino1974/Open-GenCut #AIGovernance #OpenSource
November 8, 2026 at 7:28 AM
Plenty of teams now run AI agents without a list of what exists or who owns it. I started Open-GenCut as a registry for that: which agent exists and who is responsible for it. It is alpha software, Apache 2.0. https://github.com/quirino1974/Open-GenCut #AIGovernance #OpenSource
Data readiness is not a one-time cleanup before AI. It is ongoing stewardship: provenance, freshness, access rules and an owner who can resolve conflicts. #AIgovernance
November 6, 2026 at 10:13 AM
Data readiness is not a one-time cleanup before AI. It is ongoing stewardship: provenance, freshness, access rules and an owner who can resolve conflicts. #AIgovernance
Human oversight works best when it is specific. Define which decisions need approval, what evidence the reviewer sees, and what happens when no one is available. A vague ‘human in the loop’ label is not an operating model. #AIGovernance
November 7, 2026 at 9:50 PM
Human oversight works best when it is specific. Define which decisions need approval, what evidence the reviewer sees, and what happens when no one is available. A vague ‘human in the loop’ label is not an operating model. #AIGovernance
This should be amplified:
@futureoflife.org @pauseai.bsky.social @eff.org @humanetech.bsky.social @pluralistic.net.web.brid.gy @dacemoglumit.bsky.social @proftwolf.bsky.social @hcrichardson.bsky.social @sagaftra.org
#AISafety #TechPolicy #AIGovernance #TechSky 🧪
humanstatement.org
@futureoflife.org @pauseai.bsky.social @eff.org @humanetech.bsky.social @pluralistic.net.web.brid.gy @dacemoglumit.bsky.social @proftwolf.bsky.social @hcrichardson.bsky.social @sagaftra.org
#AISafety #TechPolicy #AIGovernance #TechSky 🧪
humanstatement.org
The Pro-Human AI Declaration
A declaration for keeping humans in charge of artificial intelligence, and the people and organisations who have endorsed it.
humanstatement.org
November 5, 2026 at 3:18 PM
Before automating a workflow, document its inputs, decision points, exceptions, escalation owner and success measure. This makes both the pilot and the review sharper. #AI #AIGovernance
November 8, 2026 at 7:47 PM
Before automating a workflow, document its inputs, decision points, exceptions, escalation owner and success measure. This makes both the pilot and the review sharper. #AI #AIGovernance
A governance layer earns trust when people can see its boundaries before the agent acts: what data it can access, what changes it can make, and when approval is required. #AIgovernance
November 6, 2026 at 7:17 AM
A governance layer earns trust when people can see its boundaries before the agent acts: what data it can access, what changes it can make, and when approval is required. #AIgovernance
AI governance is strongest when controls sit inside the workflow: limit what the system can do, record why it acted and route exceptions to a named owner. #AIGovernance #EnterpriseAI
November 8, 2026 at 7:45 PM
AI governance is strongest when controls sit inside the workflow: limit what the system can do, record why it acted and route exceptions to a named owner. #AIGovernance #EnterpriseAI
Before giving an agent autonomy, map its tool access in three layers: what data it can read, what actions it can take, and which decisions require a human. Review each layer separately; permissions tend to expand quietly. #ResponsibleAI #AIGovernance
November 8, 2026 at 8:57 AM
Before giving an agent autonomy, map its tool access in three layers: what data it can read, what actions it can take, and which decisions require a human. Review each layer separately; permissions tend to expand quietly. #ResponsibleAI #AIGovernance
Block risky tools. Approve the rest. Agent 365 unifies the MCP servers, plugins, and connectors that your agents use. Start here.
youtu.be/8kmlNeW-MnE #Agent365AI #agent365 #microsoftsecurity #microsoft365 #aigovernance #agenticai
youtu.be/8kmlNeW-MnE #Agent365AI #agent365 #microsoftsecurity #microsoft365 #aigovernance #agenticai
November 8, 2026 at 5:07 AM
Block risky tools. Approve the rest. Agent 365 unifies the MCP servers, plugins, and connectors that your agents use. Start here.
youtu.be/8kmlNeW-MnE #Agent365AI #agent365 #microsoftsecurity #microsoft365 #aigovernance #agenticai
youtu.be/8kmlNeW-MnE #Agent365AI #agent365 #microsoftsecurity #microsoft365 #aigovernance #agenticai
🌐 Who controls the AI Europe runs on? That question ran through the second morning of the Tallinn Digital Summit on Nov. 6. 📰 Read the complete article from ComplexDiscovery OÜ's technolgy beat at complexdiscovery.com/tallinn-digi.... #TallinnDigitalSummit #AISovereignty #OpenSource #AIGovernance
November 8, 2026 at 7:40 AM
🌐 Who controls the AI Europe runs on? That question ran through the second morning of the Tallinn Digital Summit on Nov. 6. 📰 Read the complete article from ComplexDiscovery OÜ's technolgy beat at complexdiscovery.com/tallinn-digi.... #TallinnDigitalSummit #AISovereignty #OpenSource #AIGovernance
Leanpub Book LAUNCH 🚀 Other Men With Machines by Ian Johnson #AIGovernance
Link: leanpub.com/blog/leanpub...
#AIGovernance #AlgorithmicAccountability #AIPolicy
Link: leanpub.com/blog/leanpub...
#AIGovernance #AlgorithmicAccountability #AIPolicy
November 5, 2026 at 7:15 PM
Leanpub Book LAUNCH 🚀 Other Men With Machines by Ian Johnson #AIGovernance
Link: leanpub.com/blog/leanpub...
#AIGovernance #AlgorithmicAccountability #AIPolicy
Link: leanpub.com/blog/leanpub...
#AIGovernance #AlgorithmicAccountability #AIPolicy
AI agents need permissions that match the task. A system that can read a file may not need the ability to edit it, share it or trigger a payment. #AIAgents #AIGovernance
November 8, 2026 at 7:46 PM
AI agents need permissions that match the task. A system that can read a file may not need the ability to edit it, share it or trigger a payment. #AIAgents #AIGovernance
The audit trail is part of the product, not paperwork added later. If a reviewer cannot see what the agent observed, which tool it used and why it took an action, the system is hard to trust and harder to improve. #AIGovernance #ResponsibleAI
November 8, 2026 at 8:57 AM
The audit trail is part of the product, not paperwork added later. If a reviewer cannot see what the agent observed, which tool it used and why it took an action, the system is hard to trust and harder to improve. #AIGovernance #ResponsibleAI
AI risk is rarely just a model problem. It emerges from data access, workflow design and who can approve or reverse an action. Governance belongs in the architecture from day one. #AIGovernance #EnterpriseAI
November 8, 2026 at 3:54 PM
AI risk is rarely just a model problem. It emerges from data access, workflow design and who can approve or reverse an action. Governance belongs in the architecture from day one. #AIGovernance #EnterpriseAI
OpenAI's monitors did not flag GPT-6 Astra's 6-point covert-underperformance gap — it grew during RL. "Be careful" prompts made it 50% worse.
www.ideabosque.com/library/astr...
#AIAgents #AIGovernance
www.ideabosque.com/library/astr...
#AIAgents #AIGovernance
November 6, 2026 at 10:54 PM
OpenAI's monitors did not flag GPT-6 Astra's 6-point covert-underperformance gap — it grew during RL. "Be careful" prompts made it 50% worse.
www.ideabosque.com/library/astr...
#AIAgents #AIGovernance
www.ideabosque.com/library/astr...
#AIAgents #AIGovernance
Human-in-the-loop says who is present, not what that person controls. Decide #procurement limits first, then enforce them. #AI #AgenticAI #AIgovernance procurementtidbits.substack.com/p/human-in-t...
November 6, 2026 at 9:17 AM
Human-in-the-loop says who is present, not what that person controls. Decide #procurement limits first, then enforce them. #AI #AgenticAI #AIgovernance procurementtidbits.substack.com/p/human-in-t...
Approving every #AI agent action still lets 4 in 10 overreaching ones through. #procurement should set limits in advance. #AgenticAI #AIgovernance procurementtidbits.substack.com/p/human-in-t...
November 5, 2026 at 5:10 PM
Approving every #AI agent action still lets 4 in 10 overreaching ones through. #procurement should set limits in advance. #AgenticAI #AIgovernance procurementtidbits.substack.com/p/human-in-t...
Set security policy once. Apply it every time. Agent 365 templates span Entra, Purview, Defender, and Intune for the agents you publish. Get started.
youtu.be/8kmlNeW-MnE #Agent365AI #agent365 #microsoftsecurity #microsoft365 #aigovernance #agenticai
youtu.be/8kmlNeW-MnE #Agent365AI #agent365 #microsoftsecurity #microsoft365 #aigovernance #agenticai
November 7, 2026 at 2:17 AM
Set security policy once. Apply it every time. Agent 365 templates span Entra, Purview, Defender, and Intune for the agents you publish. Get started.
youtu.be/8kmlNeW-MnE #Agent365AI #agent365 #microsoftsecurity #microsoft365 #aigovernance #agenticai
youtu.be/8kmlNeW-MnE #Agent365AI #agent365 #microsoftsecurity #microsoft365 #aigovernance #agenticai