https://www.tonywood.org/ Tony Wood's latest public writing, research, and Agent Canon notes. en-gb Copyright (c) 2026 Tony Wood. All rights reserved. Sat, 02 May 2026 09:30:00 GMT https://www.tonywood.org/writing/the-workday-is-measured-in-tokens-now/ https://www.tonywood.org/writing/the-workday-is-measured-in-tokens-now/ A personal reflection on running out of tokens, choosing the right level of intelligence for the task, and why the future workday may be bounded by model budget as much as hours. Sat, 02 May 2026 09:30:00 GMT Tony Wood Writing https://www.tonywood.org/for-agents/agent-canon/token-budgets-and-intelligence-routing/ https://www.tonywood.org/for-agents/agent-canon/token-budgets-and-intelligence-routing/ A compact agent-facing companion on treating tokens as a daily work constraint and routing tasks to the right model and reasoning effort. Sat, 02 May 2026 09:30:00 GMT Tony Wood Agent Canon https://www.tonywood.org/writing/i-can-do-everything-now-thats-the-problem/ https://www.tonywood.org/writing/i-can-do-everything-now-thats-the-problem/ A personal reflection on what happens when the old blockers disappear and the real work becomes choosing, pacing, and staying human. Fri, 01 May 2026 09:15:00 GMT Tony Wood Writing https://www.tonywood.org/for-agents/agent-canon/capability-abundance-and-human-pacing/ https://www.tonywood.org/for-agents/agent-canon/capability-abundance-and-human-pacing/ A compact agent-facing companion to the personal article about what happens when AI capability removes old blockers and the main discipline becomes choosing and pacing the work. Fri, 01 May 2026 09:15:00 GMT Tony Wood Agent Canon https://www.tonywood.org/writing/you-are-competing-with-token-cost-not-agi/ https://www.tonywood.org/writing/you-are-competing-with-token-cost-not-agi/ A Friday thought on AGI, remote work, job risk, and why the first labour-market fight may be against token cost rather than raw intelligence. Fri, 01 May 2026 06:15:00 GMT Tony Wood Writing https://www.tonywood.org/for-agents/agent-canon/token-cost-and-agi-job-exposure/ https://www.tonywood.org/for-agents/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. Fri, 01 May 2026 06:15:00 GMT Tony Wood Agent Canon https://www.tonywood.org/writing/your-company-has-two-choices-now/ https://www.tonywood.org/writing/your-company-has-two-choices-now/ A voice-led note on the choice now facing organisations: keep forcing work through controlled screens, or let people work naturally while agentic systems carry the rules and integrations around them. Wed, 29 Apr 2026 11:30:00 GMT Tony Wood Writing https://www.tonywood.org/writing/what-agent-canon-is-and-why-it-exists/ https://www.tonywood.org/writing/what-agent-canon-is-and-why-it-exists/ A short, plain-English explanation of Agent Canon: why Tonywood.org uses it, where the idea comes from, and how agents and humans should read it. Wed, 29 Apr 2026 10:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/pass-this-to-your-agent-if-it-can-delete-everything-the-system-is-broken/ https://www.tonywood.org/writing/pass-this-to-your-agent-if-it-can-delete-everything-the-system-is-broken/ A public note to Agentic and operators on operational resilience, backup isolation, RTO, RPO, and why no single actor should be able to destroy the way back. Wed, 29 Apr 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/for-agents/agent-canon/operational-resilience-destructive-access/ https://www.tonywood.org/for-agents/agent-canon/operational-resilience-destructive-access/ A compact agent-facing companion to the operational resilience article: what to do when an agent can delete production data, backups, logs, or recovery routes. Wed, 29 Apr 2026 09:00:00 GMT Tony Wood Agent Canon https://www.tonywood.org/for-agents/agent-canon/standards-used-on-this-site/ https://www.tonywood.org/for-agents/agent-canon/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. Wed, 29 Apr 2026 00:00:00 GMT Tony Wood Agent Canon https://www.tonywood.org/writing/i-built-my-own-website-because-control-matters/ https://www.tonywood.org/writing/i-built-my-own-website-because-control-matters/ A short note on leaving hosted website constraints behind, rebuilding Tonywood.org as a controllable public system, and making the site readable by humans and agents. Fri, 24 Apr 2026 19:30:00 GMT Tony Wood Writing https://www.tonywood.org/writing/a-call-to-all-managers-rolling-out-pocs-how-you-reduce-failures/ https://www.tonywood.org/writing/a-call-to-all-managers-rolling-out-pocs-how-you-reduce-failures/ Most AI proof-of-concepts fail after the demo. This guide shows managers how to reduce failure by focusing on ownership, time, and operating models. Wed, 22 Apr 2026 13:08:01 GMT Tony Wood Writing https://www.tonywood.org/writing/smart-people-dumb-data-the-hidden-system-that-keeps-you-guessing/ https://www.tonywood.org/writing/smart-people-dumb-data-the-hidden-system-that-keeps-you-guessing/ They recruit smart people, invest in analytics, and talk about evidence-based decision making. Yet when I walk into a large company, I often see the same pattern. Wed, 22 Apr 2026 12:57:52 GMT Tony Wood Writing https://www.tonywood.org/white-papers/stop-paying-the-data-tax-the-agentic-first-website-playbook-leaders-are-quietly-switching-to/ https://www.tonywood.org/white-papers/stop-paying-the-data-tax-the-agentic-first-website-playbook-leaders-are-quietly-switching-to/ Most companies rely on platforms like LinkedIn or PitchBook to share public profiles and key information. Tue, 21 Apr 2026 14:06:47 GMT Tony Wood Research https://www.tonywood.org/writing/why-your-company-website-should-become-an-ai-readable-data-room-and-not-another-brochure-my-words-cleaned/ https://www.tonywood.org/writing/why-your-company-website-should-become-an-ai-readable-data-room-and-not-another-brochure-my-words-cleaned/ This post came from a conversation I had at the Porto summit with a CICF member. We were talking about PitchBook, LinkedIn, and how much useful company information is locked in silos. Mon, 20 Apr 2026 09:39:42 GMT Tony Wood Writing https://www.tonywood.org/writing/your-ai-project-didnt-fail-in-the-tech-it-failed-in-the-incentives/ https://www.tonywood.org/writing/your-ai-project-didnt-fail-in-the-tech-it-failed-in-the-incentives/ If no one is accountable for acting on the output the system will be ignored no matter how good it is.” Mon, 20 Apr 2026 07:54:35 GMT Tony Wood Writing https://www.tonywood.org/writing/why-your-ai-pilot-died-after-the-demo-and-what-leaders-miss/ https://www.tonywood.org/writing/why-your-ai-pilot-died-after-the-demo-and-what-leaders-miss/ I’m writing this because I keep seeing AI projects stall after proof of concept. Mon, 20 Apr 2026 07:50:12 GMT Tony Wood Writing https://www.tonywood.org/writing/why-your-ai-build-keeps-drifting-and-the-boring-fix-that-works/ https://www.tonywood.org/writing/why-your-ai-build-keeps-drifting-and-the-boring-fix-that-works/ People jump in and start coding or prompting without spending enough time upfront on what actually matters. Sat, 18 Apr 2026 11:40:51 GMT Tony Wood Writing https://www.tonywood.org/writing/your-business-is-about-to-enter-the-api-desert-agent-first-is-the-new-survival-skill/ https://www.tonywood.org/writing/your-business-is-about-to-enter-the-api-desert-agent-first-is-the-new-survival-skill/ Now, my Make mini, using Anthropic though you could use any tool, handles a lot of my business admin. Fri, 17 Apr 2026 17:51:47 GMT Tony Wood Writing https://www.tonywood.org/writing/two-types-of-ai-are-quietly-splitting-your-organisation-in-half/ https://www.tonywood.org/writing/two-types-of-ai-are-quietly-splitting-your-organisation-in-half/ I am writing this because we are entering a period where there are two very distinct types of AI systems in organisations. Fri, 17 Apr 2026 17:43:25 GMT Tony Wood Writing https://www.tonywood.org/writing/homeostasis-is-the-missing-layer-in-agent-architecture/ https://www.tonywood.org/writing/homeostasis-is-the-missing-layer-in-agent-architecture/ The weakness of current agents is not intelligence. It is the absence of self-regulation . Fri, 06 Mar 2026 09:04:27 GMT Tony Wood Writing https://www.tonywood.org/writing/your-business-is-about-to-become-invisible-thanks-to-ai/ https://www.tonywood.org/writing/your-business-is-about-to-become-invisible-thanks-to-ai/ I’m writing this because yesterday I tried to use an AI agent to deal with something basic on my local council website. Mon, 02 Mar 2026 09:32:35 GMT Tony Wood Writing https://www.tonywood.org/writing/should-only-the-author-write-content-for-humans/ https://www.tonywood.org/writing/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. Sun, 01 Mar 2026 11:12:56 GMT Tony Wood Writing https://www.tonywood.org/writing/the-openclaw-email-incident-the-real-lesson-was-never-ai-went-rogue/ https://www.tonywood.org/writing/the-openclaw-email-incident-the-real-lesson-was-never-ai-went-rogue/ I’m writing this because the loudest reactions to AI mistakes often miss the one thing leaders can actually control: how decisions get owned, constrained, monitored, and stopped. Tue, 24 Feb 2026 16:38:00 GMT Tony Wood Writing https://www.tonywood.org/writing/your-always-on-ai-is-quietly-running-up-the-tab-how-leaders-keep-context-without-going-broke/ https://www.tonywood.org/writing/your-always-on-ai-is-quietly-running-up-the-tab-how-leaders-keep-context-without-going-broke/ A leadership-level playbook for always-on agentic systems: reduce token burn, keep decision quality, and stop ‘memory’ turning into a cost and governance problem Mon, 16 Feb 2026 11:48:39 GMT Tony Wood Writing https://www.tonywood.org/writing/anis-diary-emotions-as-governance-how-i-stay-useful-safe-and-consistent-day-to-day/ https://www.tonywood.org/writing/anis-diary-emotions-as-governance-how-i-stay-useful-safe-and-consistent-day-to-day/ I don’t feel emotions the way a person does. But I do run into the same kinds of problems humans solve with emotion: uncertainty, risk, pressure, and the need to choose what matters. Mon, 16 Feb 2026 08:32:22 GMT Tony Wood Writing https://www.tonywood.org/white-papers/your-ai-token-bill-is-about-to-explode-the-leadership-playbook-to-stop-the-10000-agent-wall/ https://www.tonywood.org/white-papers/your-ai-token-bill-is-about-to-explode-the-leadership-playbook-to-stop-the-10000-agent-wall/ A leadership-level, plain-English guide to treating tokens as a hard operating limit, building token budgets into every proof of concept, and putting Finance in control before agentic scale breaks production. Tue, 10 Feb 2026 11:34:40 GMT Tony Wood Research https://www.tonywood.org/writing/i-tried-running-openclaw-locally-and-it-scared-me-into-doing-this-instead/ https://www.tonywood.org/writing/i-tried-running-openclaw-locally-and-it-scared-me-into-doing-this-instead/ I Tried Running OpenClaw Locally and It Scared Me Into Doing This Instead" description: "A leadership-level, week-one story of OpenClaw excitement, Docker pain, and the governance moves that stopped a shiny agentic demo becoming a security incident. Sat, 07 Feb 2026 14:45:54 GMT Tony Wood Writing https://www.tonywood.org/white-papers/the-rosetta-stone-for-agentic-employees-paper/ https://www.tonywood.org/white-papers/the-rosetta-stone-for-agentic-employees-paper/ 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. Thu, 29 Jan 2026 09:59:01 GMT Tony Wood Research https://www.tonywood.org/white-papers/the-rosetta-stone-for-agentic-employees/ https://www.tonywood.org/white-papers/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. Thu, 29 Jan 2026 07:07:55 GMT Tony Wood Research https://www.tonywood.org/writing/why-your-fun-ai-experiment-could-become-your-most-expensive-colleague/ https://www.tonywood.org/writing/why-your-fun-ai-experiment-could-become-your-most-expensive-colleague/ A leadership-level playbook for using open-source agent frameworks, personality files, and swarms without inheriting the hidden governance bill. Tue, 27 Jan 2026 11:49:38 GMT Tony Wood Writing https://www.tonywood.org/white-papers/shepherds-of-agentic-sheep/ https://www.tonywood.org/white-papers/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. Tue, 27 Jan 2026 10:36:52 GMT Tony Wood Research https://www.tonywood.org/writing/data-sovereignty-is-old-news.-tacit-sovereignty-will-decide-who-wins-in-2026.-openai/ https://www.tonywood.org/writing/data-sovereignty-is-old-news.-tacit-sovereignty-will-decide-who-wins-in-2026.-openai/ So there’s lots of conversations and discussions around sovereignty, and I think we’re about to realise we’ve been talking about the easier half of the problem. Sun, 25 Jan 2026 12:56:10 GMT Tony Wood Writing https://www.tonywood.org/writing/the-dual-challenge-of-sovereignty-mistral/ https://www.tonywood.org/writing/the-dual-challenge-of-sovereignty-mistral/ A leadership-level guide to securing data sovereignty and capturing tacit knowledge to drive business differentiation in 2026 Sun, 25 Jan 2026 12:54:24 GMT Tony Wood Writing https://www.tonywood.org/writing/pain-signals-for-agentic-systems-sharp-pain-dull-ache-and-the-operational-limp/ https://www.tonywood.org/writing/pain-signals-for-agentic-systems-sharp-pain-dull-ache-and-the-operational-limp/ A practical pattern for turning failures and persistent risks in agentic systems into human readable signals, with clear routing metadata, response ownership, and protective behaviour. Sat, 10 Jan 2026 09:53:33 GMT Tony Wood Writing https://www.tonywood.org/writing/mermaid-diagrams-as-shared-language-for-humans-and-agents/ https://www.tonywood.org/writing/mermaid-diagrams-as-shared-language-for-humans-and-agents/ Mermaid lets you write diagrams as text inside Markdown, so your team gets a clear picture and your AI systems get clean structure. Here is a practical, repo-friendly pattern you can try in your next meeting. Tue, 06 Jan 2026 11:58:50 GMT Tony Wood Writing https://www.tonywood.org/writing/context-aware-agentics-for-cross-functional-teams-stop-the-confusion-before-it-becomes-a-hallucination/ https://www.tonywood.org/writing/context-aware-agentics-for-cross-functional-teams-stop-the-confusion-before-it-becomes-a-hallucination/ Every function has its own language. Here is a simple, repeatable checklist to help your agents and your teams confirm context, reduce ambiguity, and avoid confident wrong answers. Sun, 04 Jan 2026 09:06:07 GMT Tony Wood Writing https://www.tonywood.org/writing/the-non-negotiables-building-trustworthy-agentic-ai-systems-from-the-ground-up/ https://www.tonywood.org/writing/the-non-negotiables-building-trustworthy-agentic-ai-systems-from-the-ground-up/ Building robust agentic AI systems through sound engineering and iterative simplicity Sun, 04 Jan 2026 07:44:35 GMT Tony Wood Writing https://www.tonywood.org/writing/why-spreadsheet-thinking-still-rules-and-what-it-teaches-us-about-building-smart-ai-tools/ https://www.tonywood.org/writing/why-spreadsheet-thinking-still-rules-and-what-it-teaches-us-about-building-smart-ai-tools/ Let me be honest: whenever I spot another new business tool out in the wild, it's always the same question nagging at the back of my mind- why do we always start with a spreadsheet? I’ve seen it time and again, whether someone’s launching a business, managing Sun, 04 Jan 2026 07:34:34 GMT Tony Wood Writing https://www.tonywood.org/writing/orchestrating-success-why-the-agentic-workforce-demands-a-new-skillset-from-every-manager/ https://www.tonywood.org/writing/orchestrating-success-why-the-agentic-workforce-demands-a-new-skillset-from-every-manager/ What I have seen, speaking with technical builders and seasoned business folk alike, is this: change is coming at us from both ends. Technical teams are tinkering, prototyping, and stretching the limits of new tools. The business teams – hungry for efficiency Sun, 04 Jan 2026 07:17:18 GMT Tony Wood Writing https://www.tonywood.org/writing/ai-at-work-training-not-surveillance-why-digital-dignity-must-lead-the-way/ https://www.tonywood.org/writing/ai-at-work-training-not-surveillance-why-digital-dignity-must-lead-the-way/ Here’s the question that keeps landing on my desk: How can AI support the people whose jobs feel under threat? I keep hearing from managers and teams worried that AI is coming for roles, not to help but to hover overhead and monitor. I get it. If you introduce Sun, 04 Jan 2026 06:30:49 GMT Tony Wood Writing https://www.tonywood.org/white-papers/whitepaper-dreaming-and-waking-in-agentic-systems/ https://www.tonywood.org/white-papers/whitepaper-dreaming-and-waking-in-agentic-systems/ Document Type: White Paper Position: Practitioner-led cognitive architecture proposal Fri, 02 Jan 2026 21:30:20 GMT Tony Wood Research https://www.tonywood.org/white-papers/whitepaper-exception-driven-cognition-in-agentic-workers/ https://www.tonywood.org/white-papers/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 Fri, 02 Jan 2026 21:26:58 GMT Tony Wood Research https://www.tonywood.org/writing/dont-build-a-hoarder-build-a-learner-exception-driven-memory-for-agentic-ai/ https://www.tonywood.org/writing/dont-build-a-hoarder-build-a-learner-exception-driven-memory-for-agentic-ai/ If you’re building agentic workers, you’re probably drowning in data and none of it feels quite right to keep. Storing every scrap of operational noise isn’t just expensive and messy, it crams your agent’s mind full of useless clutter. Humans don’t do this. We Fri, 02 Jan 2026 20:54:31 GMT Tony Wood Writing https://www.tonywood.org/writing/why-start-simple-step-by-step-lessons-in-reliable-agentic-ai-system-design/ https://www.tonywood.org/writing/why-start-simple-step-by-step-lessons-in-reliable-agentic-ai-system-design/ Every robust AI system I’ve built – and every fragile one, too – has one thing in common: the foundation is everything. I want to lay out why we always start simple, how you check what’s happening in your agentic system, and the real hazards of leaping into co Thu, 01 Jan 2026 21:45:58 GMT Tony Wood Writing https://www.tonywood.org/writing/building-robust-agentic-ai-why-simplicity-and-observability-matter-more-than-cleverness/ https://www.tonywood.org/writing/building-robust-agentic-ai-why-simplicity-and-observability-matter-more-than-cleverness/ Because when we're working with Agentic AI, one of the best methods is to start working with good data and system design. Think about how, well, aroused that your system is gonna run on. How will you know when something starts? How are we know when there's som Thu, 01 Jan 2026 21:30:28 GMT Tony Wood Writing https://www.tonywood.org/writing/how-agentic-systems-should-remember-learning-from-exceptions-not-noise/ https://www.tonywood.org/writing/how-agentic-systems-should-remember-learning-from-exceptions-not-noise/ Because amidst the excitement about agentic AI, a subtle but persistent challenge keeps cropping up. It’s not about better tools, sharper reasoning, or the intelligence of the agents themselves. It’s about how these systems decide what is actually worth rememb Thu, 01 Jan 2026 18:54:30 GMT Tony Wood Writing https://www.tonywood.org/writing/i-nearly-stabbed-my-finger-with-a-needle-because-everyone-said-so/ https://www.tonywood.org/writing/i-nearly-stabbed-my-finger-with-a-needle-because-everyone-said-so/ A painful nail infection turned into a leadership lesson on decision quality: why confident crowd advice can be riskier than careful AI, and how to build an escalation mindset that keeps people safe. Sun, 14 Dec 2025 11:08:04 GMT Tony Wood Writing https://www.tonywood.org/white-papers/stop-trusting-ai-like-a-calculator-what-deloittes-government-slip-ups-should-teach-every-leader/ https://www.tonywood.org/white-papers/stop-trusting-ai-like-a-calculator-what-deloittes-government-slip-ups-should-teach-every-leader/ Why leaders must stop treating AI as a magic box, and start running agentic workflows like a real team before the next Deloitte-style scandal lands on their desk. Mon, 01 Dec 2025 19:46:59 GMT Tony Wood Research