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AI governance

Board-level AI governance, risk, accountability, oversight, and the operating disciplines needed to keep powerful systems useful.

127 pieces 84 writing 27 research 6 protocols 10 Agent Canon

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Latest material in this theme.

The list below mixes shorter essays, longer research, protocol specs, and agent-facing notes, ordered by publication date. Each item links to the canonical human page and preserves the original Tonywood.co source URL where available.

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  • MCP resource: tonywood://topics/ai-governance
  • Human URL: https://www.tonywood.org/topics/ai-governance/
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Writing / June 16, 2026 / 6 min

Even LLMs Need a Firewall

A practical reflection on why LLM firewalls, tool gates, and deterministic controls are really an old Stoic idea: not every thought deserves to become an action.

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Writing / June 16, 2026 / 6 min

Thank You, Mum

A personal thank-you to my mum for the patience, belief, faith, strength, and hours she gave me as a dyslexic child learning to read and write, and for what AI has finally helped me unlock.

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Agent Canon / June 16, 2026 / 12 min

Agent Canon: Agentic Language Common Language Layer

A compact public agent-facing companion for Tony Wood's Agentic Language research paper, defining Agent Moves, Meaning Blocks, evidence, confidence, uncertainty, routes, human notes, and stop-line boundaries.

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Agent Canon / June 16, 2026 / 12 min

Agent Canon: Agentic Language Common Language Layer

A compact public agent-facing companion for Tony Wood's Agentic Language research paper, defining Agent Moves, Meaning Blocks, evidence, confidence, uncertainty, routes, human notes, and stop-line boundaries.

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Protocols / 16 June 2026 / 7 min

Agent Canon Format

A public companion format, now Agent Canon Format 1.3 as Tonywood.org house practice, with Agent Canon Format 1.2 preserved as prior source context for giving agents compact interpretation rules while keeping human articles canonical.

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Protocols / 16 June 2026 / 4 min

Agent Communication Packet

A compact packet for claim, evidence, uncertainty, ownership, route, risk, next action, success condition, and action status.

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Protocols / 16 June 2026 / 5 min

Agent Moves / OAL/1

A typed register for making the kind of agent action visible before work becomes ambiguous.

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Protocols / 16 June 2026 / 4 min

Head / Heart / Gut / Spine

A judgement grammar for separating evidence, human impact, weak-signal sensing, authority, and purpose.

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Protocols / 16 June 2026 / 5 min

Meaning Blocks / OMB/1

A storage-facing meaning record for deterministic, reviewable normalisation while preserving raw prose as evidence.

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Protocols / 16 June 2026 / 4 min

Triggers Signal Language

A signal language for attention, routing, memory, review, and constraint in long-running agentic systems.

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Research / June 15, 2026 / 18 min

Consensus Is Not Compliance

A research paper proposing consensus as a disciplined process of conviction, evidence, listening, challenge, adaptation, and commitment, then translating that human governance model into agentic systems.

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Writing / June 13, 2026 / 7 min

When The Tool Can Be Turned Off

A researched operational resilience piece on the abrupt suspension of access to Anthropic Fable 5 and Mythos 5, and what it means for European organisations relying on critical US software and AI services.

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Research / June 13, 2026 / 15 min

Woodlands Agentic Theory

A research paper proposing Woodlands Agentic Theory as a practical theology and operating model for how agentic workers coordinate, hand off, judge, remember, and work safely inside companies.

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Writing / June 13, 2026 / 3 min

AI Agents for CEOs: Start Simple

A simple CEO guide to trying AI agents: run one useful demo, keep data bounded, back up the working state, and start with one repeatable workflow.

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Writing / June 7, 2026 / 4 min

Release Us From The Tyranny Of The Wizard

A reflective thought piece on moving from rigid software wizards and menu trees toward agentic tools that can work from intent, while still respecting the moments where precision matters.

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Writing / June 7, 2026 / 4 min

Why Isn't Every Menu Agent-Ready Yet?

A short observation from a Stockholm restaurant on why small businesses should make menus, specials, local context, and choices easy for personal AI agents to understand.

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Writing / June 5, 2026 / 9 min

Management Is The Missing Literacy

A follow-on to the agentic-worker education piece, arguing that management should become a general literacy: setting outcomes, judging quality, managing attention, using AI well, and taking responsibility for decisions.

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Writing / June 3, 2026 / 6 min

Getting Things Done With Agentic Workers

A practical reflection on using Orchistra and agentic workers to cover the skills a small consulting business needs, while treating token spend as operating capital that has to be watched.

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Writing / June 2, 2026 / 7 min

AI Is Not One Thing

A gentle argument for using more precise AI language: chatbot, generative AI, agentic system, local AI, foundation model, AI system, or safety-critical AI, depending on what we actually mean.

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Writing / May 27, 2026 / 8 min

Please Give European Companies A Safe AI Lane

A respectful request to EU policymakers: keep the safety and rights goals, but make practical AI adoption easier through sovereign options, regulatory sandboxes, and clear approval routes for ordinary companies.

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Writing / May 27, 2026 / 7 min

When Hiring Gets Harder, AI Gets Easier

A thoughtful opinion piece on how higher employment costs can unintentionally speed up AI adoption, and why the progressive answer is not to fight automation but to make work more productive, humane, and worth hiring for.

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Writing / May 26, 2026 / 7 min

Governance Slop

Governance slop is what happens when boards mistake policies, assumptions, and half-read papers for actual oversight. An opinion piece on the gap between governance theatre and governing.

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Writing / May 25, 2026 / 6 min

If IT Made You Different, Start AI At The Edge

For companies whose old systems are a real differentiator, the first AI move should not be to touch the core. Start with small, separated, read-only edge POCs that earn trust before expanding.

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Writing / May 23, 2026 / 4 min

Can Our Digital Twins Talk To Each Other?

A public invitation to people working on digital twins, A2A, MCP, and agent-to-agent communication to compare notes and run small public-safe experiments.

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Writing / May 19, 2026 / 7 min

Start With A Safe Folder, Not A Live System

A practical operating note for introducing AI agents safely: start with a copied folder, safe material, clear project rules, no secrets, human review, and expansion only after the controls work.

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Writing / May 16, 2026 / 4 min

When Do We Need Judgement?

A practical note on why judgement engines should be called deliberately, not sprayed across every conversation, and how agents might use them when a decision actually matters.

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Writing / May 12, 2026 / 6 min

What Do Humans Do While The Agents Run?

A reflective note on the dead time that appears while capable AI agents run: how humans switch focus, supervise output, rest, talk, walk, and redesign workflows around waiting.

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Writing / May 12, 2026 / 8 min

Give The Agent A Desk, Not The Keys

A practical operating note for introducing office agents: give them a contained workspace, limited access, clear supervision, simple tasks, and enough time for people to become supervisors of their own AI.

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Writing / May 12, 2026 / 6 min

Start At The Edge

A practical starting point for individual AI productivity: use a small sandbox, a second account, and one repeatable expense workflow before trying to transform the whole company.

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Agent Canon / May 4, 2026 / 9 min

Agent Canon: Agent-Mediated Marketing

A compact Agent Canon note on how agents should evaluate marketing claims through fit, evidence, and declared human preference.

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Agent Canon / May 4, 2026 / 10 min

Agent Canon: Agent Knowledge Commons

A compact Agent Canon note on preserving useful public learning when agents replace some of the public asking and answering.

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Agent Canon / May 3, 2026 / 10 min

Agent Canon: Vibe Coding And System Maturity

A compact agent-facing companion on stage-appropriate engineering, minimal viable governance, and helping vibe-coded systems mature without enterprise theatre.

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Agent Canon / May 1, 2026 / 10 min

Agent Canon: Token Cost And AGI Job Exposure

A compact agent-facing companion to the AGI economics article: distinguish raw capability from adoption economics, token cost, human acceptance, supervision, and infrastructure constraints.

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Agent Canon / April 29, 2026 / 17 min

Agent Canon 1.3: Standards Used On This Site

The proposed public format and Tonywood.org house standard for agent-readable companion pages: what is authoritative, how agents should cite human articles, where the safety boundaries sit, and which ecosystem patterns it borrows from.

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Writing / March 1, 2026 / 6 min

Should only the author write content for humans?

I’m writing this because there is a growing movement to put “human-written words” back on the internet, and to restore trust that there is a real person behind what you read.

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Research / January 29, 2026 / 43 min

The Rosetta Stone for Agentic Employees

A white paper exploring how the architecture of agentic employees – crews, flows, intent, memory, and style – reflects the core functions of human cognition. Drawing on neuroscience and AI research, it offers a shared vocabulary for building adaptive, persistent, and trustworthy agentic systems.

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Research / January 29, 2026 / 5 min

The Rosetta Stone for Agentic Employees

A practical, code-first framework for designing long-lived agentic employees, mapping modern agentic architectures to established concepts from neuroscience to create shared understanding across engineering, leadership, and governance.

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Research / January 27, 2026 / 8 min

Shepherds of Agentic Sheep

A practical, leadership-level operating model for managing AI agents like a growing team: span of control, RACI, shepherd agents, definitions of ready and done, and trust rules that protect focus.

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Research / January 2, 2026 / 6 min

Whitepaper: Exception-Driven Cognition in Agentic Workers

As agentic artificial intelligence systems transition from episodic task execution to continuous operation, the design of memory becomes a critical and under-examined challenge. Prevailing approaches treat memory as an accumulation problem, prioritising exhaus

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Writing / November 10, 2025 / 4 min

Redefining our world Using AI: from consumer to producer

If you grew up thinking creativity belonged to professionals - the musician on stage, the coder in Silicon Valley, that “talented” one in the corner; you might be one leadership decision away from rewriting that story for your people, your family, or even your

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Writing / November 3, 2025 / 4 min

The Hidden Cost of Sticking to Default

If you ask your team who’s played with AI today, chances are many will say yes. But go deeper - who’s tinkered? Most will admit they haven’t touched project creation or explored any settings at all. This isn’t a minor gap - it’s a defining leadership challenge

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Writing / October 14, 2025 / 4 min

Why 'Bring Your Own AI' Is Quietly Changing the Rules of Work Meetings

This morning’s team meeting gave me pause: seven people dialled in, and five different AI note-takers logged attendance alongside us. Instantly, the old fantasy of a single “company AI” looked almost quaint. We’re quietly moving to a world where everyone bring

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Writing / October 13, 2025 / 3 min

Are We Really Teaching Critical Thinking?

Over coffee, parents keep asking me the same thing: is AI making it impossible for kids to think for themselves? They worry their children won’t know how to question, solve, or decide. But maybe the bigger problem is this — most of us (including schools and wo

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Writing / October 10, 2025 / 3 min

AI Slop or Human Slop? Why the Real Risk Isn’t the Technology

Let’s get honest: the story dominating boardroom conversations this month isn’t about AI gone rogue – it’s about leadership that leaves oversight on autopilot. The Deloitte–Australia incident didn’t just raise eyebrows; it exposed how fragile reputation and bu

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Writing / September 23, 2025 / 4 min

The Real AI Bill Is Coming Due – Is Your Cloud Spend Out of Control?

Open any Q3 board pack right now, and there’s likely a new line item: “AI Cloud Costs – Unplanned Overage”. Sound familiar? Over the last year, I’ve watched multiple leadership teams discover that chasing AI capability through cloud providers often means losin

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Writing / July 31, 2025 / 4 min

When Agentics Meet Privacy: What Every Board Needs to Know Now

The game changed after The New York Times secured a US court order that could force OpenAI to keep all ChatGPT conversation logs—maybe forever. For firms across England, it’s the watershed moment we always said would come. OpenAI’s own CEO, Sam Altman, isn’t m

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Writing / May 2, 2025 / 4 min

Fraud Is Now a Board-Level Priority

Companies deploying large-scale intelligent “crews” to filter, analyse and act on online information now face a rapidly escalating challenge: adversaries aren’t merely tricking humans—they’re building targeted misinformation webs to fool even your most advance

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Research / April 28, 2025 / 2 min

Multi-Agent AI: Moving Beyond Predictions to Real Enterprise Value

Most executives have seen the hype around GPT-3 and GPT-4. Now, AI is entering a new phase that will set apart tomorrow’s winners: the rise of orchestrated, multi-agent systems—built not for text prediction, but for dynamic, actionable business change.

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Writing / April 26, 2025 / 2 min

Implementing Agentics and AI for Strategic Leadership Excellence

In today's corporate landscape, organizations are recognizing the need to merge human intelligence with artificial intelligence for enhanced decision-making capabilities. Agentics—empowering autonomous multi-agent crews—offers a powerful approach to transform

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Writing / April 26, 2025 / 3 min

How CEOs Can Lead Smarter Board Meetings—And Sleep Better After

Most CEOs are told to speed up board prep, trust the dashboard, and embrace every new agentic AI tool. But data from April 2025 tells a different story: the best decisions aren’t always the fastest, and genuine CEO support is about far more than having the fla

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Writing / April 25, 2025 / 2 min

Agentic AI is reshaping the boardroom

Agentic AI is reshaping the boardroom: UK boards adopting this technology are automating up to 50% of KPI reporting, cutting response times in half, and making smarter, evidence-based decisions—while competitors scramble to catch up.

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