https://www.tonywood.org/ Essays and operating notes from Tony Wood. en-gb Copyright (c) 2026 Tony Wood. All rights reserved. Wed, 15 Jul 2026 00:00:00 GMT https://www.tonywood.org/writing/when-a-proof-of-concept-is-really-research/ https://www.tonywood.org/writing/when-a-proof-of-concept-is-really-research/ A thought from OpenAI Build Week in London about uncertainty, pricing, and building where no reliable pattern exists yet. Wed, 15 Jul 2026 00:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/could-one-word-at-a-time-make-reading-easier/ https://www.tonywood.org/writing/could-one-word-at-a-time-make-reading-easier/ A practical experiment with Focus Reader, dyslexia, attention, and comprehension. Tue, 14 Jul 2026 00:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/operational-resilience-is-the-first-ai-task/ https://www.tonywood.org/writing/operational-resilience-is-the-first-ai-task/ Before you give an agent more intelligence, decide what failure you can survive. Operational resilience is the first task, not the final check. Tue, 14 Jul 2026 00:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/you-are-the-a-in-ai/ https://www.tonywood.org/writing/you-are-the-a-in-ai/ AI can advise, challenge, and inform. It cannot take responsibility for the judgement you choose to make. Tue, 14 Jul 2026 00:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/you-cannot-vibe-what-you-do-not-know/ https://www.tonywood.org/writing/you-cannot-vibe-what-you-do-not-know/ AI can help us build at extraordinary speed. It cannot reliably warn us about rules, risks, and details we do not yet know exist. Tue, 14 Jul 2026 00:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/your-ai-is-not-an-employee-yet/ https://www.tonywood.org/writing/your-ai-is-not-an-employee-yet/ Calling an AI tool an employee does not make it ready for work. A practical safety guide to onboarding agents through bounded tasks, context, supervision, tests, least privilege, and earned authority. Tue, 14 Jul 2026 00:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/making-agentic-work-visible/ https://www.tonywood.org/writing/making-agentic-work-visible/ Part three of Agentic Operating System For Your Business: why Tony is replacing message streams and human issue lists with bounded work packets that agents can triage, discuss, approve, execute, and receipt. Mon, 13 Jul 2026 00:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/the-new-openai-toolset-in-plain-english/ https://www.tonywood.org/writing/the-new-openai-toolset-in-plain-english/ A plain-English guide to OpenAI's GPT-5.6 model family, ChatGPT, ChatGPT Work, Codex, the API, reasoning settings, tools, skills, MCP connectors, and multi-agent work. Thu, 09 Jul 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/the-podcast-was-easy-publishing-it-wasnt/ https://www.tonywood.org/writing/the-podcast-was-easy-publishing-it-wasnt/ Part two of Agentic Operating System For Your Business: creating a short AI-voiced podcast was straightforward, but publishing it exposed the identity, delegated authority, permissions, and audit layer that agent-ready platforms need. Thu, 09 Jul 2026 00:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/vibe-coding-is-not-free/ https://www.tonywood.org/writing/vibe-coding-is-not-free/ A practical thought piece on why vibe coding changes the buy-vs-build equation but does not remove the cost of human time, maintenance, security, backups, data integrity, audit, and ownership. Tue, 07 Jul 2026 10:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/engineers-are-not-just-people-who-write-code/ https://www.tonywood.org/writing/engineers-are-not-just-people-who-write-code/ A researched thought piece on why AI may lower the cost of writing code, but does not remove the need for engineers who understand architecture, security, data, scaling, reliability, operations, and business constraints. Tue, 07 Jul 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/human-creativity-trumps-frontier-models/ https://www.tonywood.org/writing/human-creativity-trumps-frontier-models/ A practical thought piece on why better frontier models will make standard operational work faster and more similar, pushing differentiation toward human creativity, taste, context, customer-specific imagination, and new creative tooling. Mon, 06 Jul 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/chief-agentic-officer-briefing-creating-an-agentic-business/ https://www.tonywood.org/writing/chief-agentic-officer-briefing-creating-an-agentic-business/ A documentary-style opening article for the Agentic Operating System For Your Business series, following the Chief Agentic Officer Briefing from zero useful corpus into a live agentic business experiment. Sat, 04 Jul 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/should-agents-speak-esperanto/ https://www.tonywood.org/writing/should-agents-speak-esperanto/ A researched thought piece on a suggestion from Athena, who works with Tony Wood in Agentic Research, that Esperanto can inspire a neutral, precise, human-readable auxiliary register for agent-to-agent communication. Thu, 02 Jul 2026 15:40:31 GMT Tony Wood Writing https://www.tonywood.org/writing/physical-communities-matter-more-in-an-agentic-world/ https://www.tonywood.org/writing/physical-communities-matter-more-in-an-agentic-world/ A researched thought piece on why agents can improve logistics, memory, matching, research, and follow-through, while physical communities remain vital for trust, judgement, tacit knowledge, belonging, challenge, and formation. Wed, 01 Jul 2026 14:59:55 GMT Tony Wood Writing https://www.tonywood.org/writing/not-every-workflow-is-an-agent/ https://www.tonywood.org/writing/not-every-workflow-is-an-agent/ A practical thought piece on why cron jobs, smart task lists, and fixed AI workflows are useful but not the same as genuinely agentic systems with loops, state, recovery, and goal-directed continuation. Wed, 01 Jul 2026 14:05:14 GMT Tony Wood Writing https://www.tonywood.org/writing/garfield-ai-access-to-justice-and-why-this-matters/ https://www.tonywood.org/writing/garfield-ai-access-to-justice-and-why-this-matters/ A practical opinion piece on Garfield AI, small claims, access to justice, and the right balance between AI-supported legal preparation and human legal accountability. Wed, 01 Jul 2026 06:55:34 GMT Tony Wood Writing https://www.tonywood.org/writing/the-goal-is-the-interface/ https://www.tonywood.org/writing/the-goal-is-the-interface/ A technique-led essay on goal-based agentic loops: why the human role shifts from step-by-step controller to shepherd when agents have enough context, constraints, feedback, and stop-lines to work toward a clear outcome. Tue, 30 Jun 2026 17:53:42 GMT Tony Wood Writing https://www.tonywood.org/writing/if-the-frontier-can-be-blocked-we-need-open-models/ https://www.tonywood.org/writing/if-the-frontier-can-be-blocked-we-need-open-models/ A personal opinion piece on frontier AI access, operational resilience, sovereign AI, and why open models matter when the best hosted tools can be restricted suddenly. Mon, 29 Jun 2026 05:53:31 GMT Tony Wood Writing https://www.tonywood.org/writing/the-question-is-not-can-we-trust-ai/ https://www.tonywood.org/writing/the-question-is-not-can-we-trust-ai/ A thought piece arguing that the better question is not whether we can trust AI, but whether the work is trained, supervised, evidenced, audited, and governed well enough for the consequence it can create. Sun, 21 Jun 2026 20:46:36 GMT Tony Wood Writing https://www.tonywood.org/writing/when-the-agentic-interface-is-not-there-your-attention-is-the-product/ https://www.tonywood.org/writing/when-the-agentic-interface-is-not-there-your-attention-is-the-product/ A practical thought piece on why agent-ready interfaces, MCP access, and safe automation will become a trust signal for software, and why attention-heavy tools may lose users as agentic work matures. Sun, 21 Jun 2026 00:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/agentic-work-needs-quiet/ https://www.tonywood.org/writing/agentic-work-needs-quiet/ A practical reflection on why voice-led agentic work needs quiet rooms, strong microphones, lots of screen space, and a new kind of office design. Sat, 20 Jun 2026 00:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/maybe-it-should-just-be-html/ https://www.tonywood.org/writing/maybe-it-should-just-be-html/ A practical reflection on choosing Markdown, HTML, JSON, Word, or PDF based on who will work with the document next: humans, agents, or both. Sat, 20 Jun 2026 00:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/the-crud-before-the-work/ https://www.tonywood.org/writing/the-crud-before-the-work/ A practical reflection on how agentic workers compress the inbox, calendar, profile-checking, and meeting-prep crud that used to consume the first twenty minutes before the real work began. Fri, 19 Jun 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/agentic-architecture-is-layers-all-the-way-down/ https://www.tonywood.org/writing/agentic-architecture-is-layers-all-the-way-down/ Agentic architecture is not one clever model or one workflow. It is a layered environment of servers, access, runtimes, data, protocols, identity, firewalls, applications, work rooms, visualisation, and operational resilience. Wed, 17 Jun 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/stoicism-is-cool-especially-for-ai/ https://www.tonywood.org/writing/stoicism-is-cool-especially-for-ai/ 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. Tue, 16 Jun 2026 12:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/thank-you-mum/ https://www.tonywood.org/writing/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. Tue, 16 Jun 2026 12:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/when-the-tool-can-be-turned-off/ https://www.tonywood.org/writing/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. Sat, 13 Jun 2026 10:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/ai-agents-for-ceos-start-simple/ https://www.tonywood.org/writing/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. Sat, 13 Jun 2026 08:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/release-us-from-the-tyranny-of-the-wizard/ https://www.tonywood.org/writing/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. Sun, 07 Jun 2026 12:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/why-isnt-every-menu-agent-ready-yet/ https://www.tonywood.org/writing/why-isnt-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. Sun, 07 Jun 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/what-if-everybody-knew-everything-they-needed-to-know/ https://www.tonywood.org/writing/what-if-everybody-knew-everything-they-needed-to-know/ A reflective essay on what happens when personal agentic systems make public knowledge, local government information, product evidence, and hidden context understandable to ordinary citizens. Sat, 06 Jun 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/when-the-agent-thinks-you-are-wrong/ https://www.tonywood.org/writing/when-the-agent-thinks-you-are-wrong/ A research-backed reflection on how agentic systems should challenge humans when they believe a decision is wrong: respectful escalation, evidence, thresholds, stop-line rules, and human override. Fri, 05 Jun 2026 14:30:00 GMT Tony Wood Writing https://www.tonywood.org/writing/management-is-the-missing-literacy/ https://www.tonywood.org/writing/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. Fri, 05 Jun 2026 10:30:00 GMT Tony Wood Writing https://www.tonywood.org/writing/we-need-to-teach-children-how-to-manage-agentic-workers/ https://www.tonywood.org/writing/we-need-to-teach-children-how-to-manage-agentic-workers/ A reflective, research-backed article arguing that the next school skill is not only AI literacy, but learning how to manage interrupting agentic workers: context switching, delegation, judgement, and knowing when to pause before accepting a recommended action. Fri, 05 Jun 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/getting-things-done-with-agentic-workers/ https://www.tonywood.org/writing/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. Wed, 03 Jun 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/ai-is-not-one-thing/ https://www.tonywood.org/writing/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. Tue, 02 Jun 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/the-new-product-manager-may-be-an-engineer-who-reskilled/ https://www.tonywood.org/writing/the-new-product-manager-may-be-an-engineer-who-reskilled/ AI is changing product-to-engineering ratios, but the deeper shift is capability: product managers now need engineering-grade judgement, and senior engineers may be closer to the new product role than many expect. Fri, 29 May 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/before-there-is-no-work-left-we-have-human-debt-to-pay-down/ https://www.tonywood.org/writing/before-there-is-no-work-left-we-have-human-debt-to-pay-down/ A reflection on agentic AI, productivity, and the backlog of work society has avoided because there has never been enough time. Thu, 28 May 2026 10:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/what-agentic-ai-is-teaching-me-about-teaching-humans/ https://www.tonywood.org/writing/what-agentic-ai-is-teaching-me-about-teaching-humans/ A reflection from teaching the University of Exeter MSc Financial Technology hackathon: clearer outcomes, examples of good work, tasks, roles, mindset, and room to think help humans as much as agents. Thu, 28 May 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/please-give-european-companies-a-safe-ai-lane/ https://www.tonywood.org/writing/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. Wed, 27 May 2026 13:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/when-hiring-gets-harder-ai-gets-easier/ https://www.tonywood.org/writing/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. Wed, 27 May 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/governance-slop/ https://www.tonywood.org/writing/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. Tue, 26 May 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/if-it-made-you-different-start-ai-at-the-edge/ https://www.tonywood.org/writing/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. Mon, 25 May 2026 09:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/can-our-digital-twins-talk-to-each-other/ https://www.tonywood.org/writing/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. Sat, 23 May 2026 10:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/your-ai-poc-needs-time-not-just-technology/ https://www.tonywood.org/writing/your-ai-poc-needs-time-not-just-technology/ AI and agentic proofs of concept fail when they are treated like normal IT projects instead of onboarding a new kind of team member. Sat, 23 May 2026 09:10:00 GMT Tony Wood Writing https://www.tonywood.org/writing/your-ai-is-guessing-what-you-mean/ https://www.tonywood.org/writing/your-ai-is-guessing-what-you-mean/ AI hallucination often starts with a bad brief: missing context, missing source links, and no safe moment to ask. Fri, 22 May 2026 14:45:00 GMT Tony Wood Writing https://www.tonywood.org/writing/make-your-website-agent-first/ https://www.tonywood.org/writing/make-your-website-agent-first/ A practical note on how marketing changes when AI agents, not only humans, are researching products and making shortlists. Tue, 19 May 2026 11:00:00 GMT Tony Wood Writing https://www.tonywood.org/writing/start-with-a-safe-folder-not-a-live-system/ https://www.tonywood.org/writing/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. Tue, 19 May 2026 10:30:00 GMT Tony Wood Writing https://www.tonywood.org/writing/what-i-would-do-if-i-were-at-university-in-2026/ https://www.tonywood.org/writing/what-i-would-do-if-i-were-at-university-in-2026/ A practical, optimistic note for students and universities: AI changes the cost of knowledge work, but the backlog of human need is still enormous. Tue, 19 May 2026 09:00:00 GMT Tony Wood Writing