https://jpantsjoha.com/blog/agentic-ai-beyond-the-pilot https://jpantsjoha.com/blog/agentic-ai-beyond-the-pilot.jpg Agentic AI: Beyond That Pilot and Into Production Agentic AI: Beyond That Pilot and Into Production https://jpantsjoha.com/blog/body/jpantsjoha.com-discovery-crawl-walk-run-adoption-pyramid.jpg Four-tier pyramid, widest at the base: Discovery, Crawl, Walk, Run. Discovery, Crawl, Walk, Run — the adoption ladder that separates a pilot from a production capability. https://jpantsjoha.com/blog/body/jpantsjoha.com-ai-coe-hub-and-spoke-business-units.jpg Hub-and-spoke diagram with an AI Centre of Excellence at the centre connected to four business units. The AI CoE as a hub: patterns, guardrails and reusable platform pieces flow out to the business units, evidence flows back. https://jpantsjoha.com/blog/body/jpantsjoha.com-business-intent-to-governed-agent-chain.jpg Vertical flow: business intent, role definitions, retrieval-augmented data access, guardrails and policy, then the AI ag Intent to agent, with the governance stages in between. Skipping any of them is what turns a pilot into a stalled pilot. https://jpantsjoha.com/blog/applied-ai-engineering-role https://jpantsjoha.com/blog/applied-ai-engineering-role.jpg The New Ways of Working: The Applied AI Engineering Role These 3 Applied AI Engineers may become the new Production 3x3 team Normal. Orchestrators. Innovators. https://jpantsjoha.com/blog/body/jpantsjoha.com-legacy-roles-and-agent-equivalents.jpg Table mapping legacy delivery roles to agent equivalents: scrum master to ceremony agent, project coordinator to status Procedural roles have agent equivalents. The column that matters is the third one — why each is replaceable. https://jpantsjoha.com/blog/body/jpantsjoha.com-applied-ai-engineer-four-elements.jpg Table of four elements of the applied AI engineering role: input understanding, platform consumption, production deliver The four things the role is accountable for. Note that none of them is training a model. https://jpantsjoha.com/blog/body/jpantsjoha.com-applied-ai-engineer-five-stage-responsibility.jpg Table of five stages with responsibilities: input, build, govern, output and operate, closing with the observation that Input to operate. Models are consumed as a service; the system around them is the product. https://jpantsjoha.com/blog/beyond-the-vibe-shipping-enterprise-software https://jpantsjoha.com/blog/beyond-the-vibe-shipping-enterprise-software.jpg Beyond the Vibe: Shipping Enterprise Software with AI Agents Beyond the Vibe: Shipping Enterprise Software with AI Agents https://jpantsjoha.com/blog/body/jpantsjoha.com-vibe-coding-repository-growth-chart.jpg Line chart of public repositories over time from January 2020 to March 2025, comparing vibe coding, low-code or no-code, Repository counts for vibe coding against low-code and prompt engineering. The curve is the story. https://jpantsjoha.com/blog/body/jpantsjoha.com-developer-directing-agents-in-the-office.jpg Illustration of a developer in a hoodie holding coffee and pointing at a screen, with two robot figures seated at the de The shape of the working day changes before the org chart does. https://jpantsjoha.com/blog/digital-innovation-dlt-disruption https://jpantsjoha.com/blog/digital-innovation-dlt-disruption.jpg Digital Innovation and DLT Disruption Is the New Normal Payments DigitalCurrencies360 organised by the Payments Association https://jpantsjoha.com/blog/body/jpantsjoha.com-chip-blockchain-investment-fund.jpg Chip savings app web page announcing a blockchain fund investing in companies in the blockchain and cryptocurrency indus A consumer savings app adding a blockchain fund: the point at which the technology stopped being a pilot and became a product line. https://jpantsjoha.com/blog/body/jpantsjoha.com-digital-currencies-360-london-panel.jpg Panel of six speakers seated on stage at the Digital Currencies 360 conference in London, with Mastercard as headline sp Digital Currencies 360: the payments incumbents were in the room long before the technology was settled. https://jpantsjoha.com/blog/embracing-generative-ai-exponential-age https://jpantsjoha.com/blog/embracing-generative-ai-exponential-age.jpg Embracing Generative AI: A Technology Consultant's Perspective on the Exponential Age DALL-E 2: Human Augmentation with AI Knowledge https://jpantsjoha.com/blog/body/jpantsjoha.com-exponential-progress-prediction-curves.jpg Chart of human progress against time showing an exponential curve, with straight-line projections from past and present Linear projections off an exponential curve. The error is not small and it compounds. https://jpantsjoha.com/blog/body/jpantsjoha.com-forgetting-curve-spaced-repetition.jpg Chart of likelihood of remembering against days, showing the curve of forgetting decaying toward zero, with four reminde The forgetting curve: knowledge decays unless it is revisited, which is an argument for cadence rather than intensity. https://jpantsjoha.com/blog/body/jpantsjoha.com-blue-ocean-strategy-value-innovation.jpg Infographic explaining blue ocean strategy: a value innovation diagram of falling costs and rising buyer value, beside a Blue ocean strategy: compete in the existing market, or make the competition irrelevant. https://jpantsjoha.com/blog/frequent-upskilling-age-of-genai https://jpantsjoha.com/blog/frequent-upskilling-age-of-genai.jpg The Need for Frequent Upskilling in the Age of GenAI These are fleeting moments of having any degree of control over future. Yet you keep trying, and learning to get better at it. https://jpantsjoha.com/blog/body/jpantsjoha.com-google-cloud-next-23-ai-session-catalogue.jpg Grid of Google Cloud Next '23 session cards covering generative AI keynotes, retail personalisation and enterprise-ready One conference catalogue, and the half-life of everything in it measured in months. https://jpantsjoha.com/blog/body/jpantsjoha.com-wef-future-of-jobs-report-2023.jpg World Economic Forum Future of Jobs Report 2023 landing page, describing how jobs and skills will evolve over five years The Future of Jobs report puts a number on the churn. The practical question is what you do on Monday. https://jpantsjoha.com/blog/body/jpantsjoha.com-simple-focus-mode-chrome-extension-listing.jpg Chrome Web Store listing for the Simple Focus Mode extension, showing a Pomodoro timer overlaid on a browser page. Simple Focus Mode: built to answer the question by shipping something rather than reading about shipping something. https://jpantsjoha.com/blog/growing-an-amazing-a-team https://jpantsjoha.com/blog/growing-an-amazing-a-team.jpg The Not-So-Easy Guide to Growing and Developing an Amazing A-Team The Not-So-Easy Guide to Growing and Developing an Amazing A-Team https://jpantsjoha.com/blog/guide-to-a-strategic-platform-launch https://jpantsjoha.com/blog/guide-to-a-strategic-platform-launch.jpg Navigate Business Challenges: Your Guide to a Strategic Platform Launch DALL-E concept of the Enterprise Platforms as an abstract https://jpantsjoha.com/blog/body/jpantsjoha.com-platform-sla-accountability-pyramid.jpg Four-tier pyramid: cloud vendor SLAs at the base, then Cloud Centre of Excellence shared services SLAs, platform SLAs, a SLAs stack. Every tier inherits the one beneath it, and the top tier is the only one your users experience. https://jpantsjoha.com/blog/key-insights-google-cloud-next-aws-summit-2024 https://jpantsjoha.com/blog/key-insights-google-cloud-next-aws-summit-2024.jpg Key Insights from Google Cloud Next/IO & AWS Summit 2024: It's All About AI & Agents My Favourite slide that offers TLDR on the Conference Focus https://jpantsjoha.com/blog/body/jpantsjoha.com-aws-summit-london-uk-ai-opportunity.jpg AWS Summit London stage slide stating that accelerating AI adoption can unlock a £520bn opportunity for the UK economy b AWS Summit London: the macro number that every board deck borrowed for the following year. https://jpantsjoha.com/blog/body/jpantsjoha.com-google-cloud-next-agent-categories-keynote.jpg Google Cloud Next keynote stage showing agent categories — customer, employee, creative, data, code and security — archi Google's framing at Next: agents by category, sitting on platform, models and infrastructure. https://jpantsjoha.com/blog/looking-ahead-2022-google-cloud-practice-lead https://jpantsjoha.com/blog/looking-ahead-2022-google-cloud-practice-lead.jpg Looking Ahead to 2022 as a Google Cloud Practice Lead Looking Ahead to 2022 as a Google Cloud Practice Lead https://jpantsjoha.com/blog/body/jpantsjoha.com-contino-500-continis-worldwide.jpg Contino 500 Continis Worldwide badge, marking the consultancy passing five hundred people globally. Five hundred people worldwide. Scaling a practice is a different problem from scaling a platform. https://jpantsjoha.com/blog/reflecting-on-the-devops-role https://jpantsjoha.com/blog/reflecting-on-the-devops-role.jpg Reflecting on the DevOps Role: What It Means for You, Me, and “Steve” Reflecting on the DevOps Role: What It Means for You, Me, and “Steve” https://jpantsjoha.com/blog/supercharge-developer-workflow-ai-agents https://jpantsjoha.com/blog/supercharge-developer-workflow-ai-agents.jpg Supercharge Your Developer Workflow with AI Agents GPT-5 https://jpantsjoha.com/blog/body/jpantsjoha.com-crawl-walk-run-adoption-pyramid-sketch.jpg Hand-drawn pencil pyramid with four tiers: Discovery at the base, then Crawl, Walk and Run. The same ladder, sketched: no team skips a rung without paying for it later. https://jpantsjoha.com/blog/body/jpantsjoha.com-walk-stage-developer-and-agent-in-ci-cd.jpg Hand-drawn illustration of a developer and a robot side by side at laptops under a workflow diagram, captioned as develo The Walk stage: the agent joins the pipeline rather than sitting beside it. https://jpantsjoha.com/blog/body/jpantsjoha.com-from-ai-experiments-to-a-scalable-model.jpg Hand-drawn illustration of a person working at a laptop beside a three-tier pyramid, titled From AI experiments to a sca Experiments are cheap and individual. A model that scales is neither. https://jpantsjoha.com/blog/we-hired-great-people-who-happened-to-be-engineers https://jpantsjoha.com/blog/we-hired-great-people-who-happened-to-be-engineers.jpg We Hired Great People Who Happened to Be Engineers. And AI Just Proved Why Attention Economy. Invest In engaging Human Experiences and Culture of Critical Learning https://jpantsjoha.com/blog/body/jpantsjoha.com-graduate-conveyor-belt-to-ai-screening.jpg Monochrome illustration of graduates in mortarboards riding a conveyor belt toward a robot seated at a desk with a stack The graduate pipeline still runs. What sits at the end of it has changed. https://jpantsjoha.com/blog/body/jpantsjoha.com-manager-as-puppeteer-of-agent-workforce.jpg Line illustration of a manager seated above a stage, working marionette strings attached to small figures at desks below The supervision model most organisations reach for first, and the one that does not survive contact with scale. https://jpantsjoha.com/blog/body/jpantsjoha.com-truth-degradation-through-agent-handoffs.jpg Diagram showing the word TRUTH passed down through six agent handoffs, distorting at each step until it is illegible, wi Every handoff is lossy. Enough handoffs and nobody can say where the answer came from. https://jpantsjoha.com/blog/work-from-home-balance https://jpantsjoha.com/blog/work-from-home-balance.jpg Develop a Great Work-From-Home Balance That Keeps You Sane It's a new office space but not as you know it https://jpantsjoha.com/blog/body/jpantsjoha.com-uk-national-lockdown-stay-at-home-guidance.jpg UK Cabinet Office guidance page headed National lockdown: Stay at Home, published 4 January 2021. The policy that turned working from home from a preference into the only option. https://jpantsjoha.com/blog/year-of-learning-cloud-consulting https://jpantsjoha.com/blog/year-of-learning-cloud-consulting.jpg My Year of Learning and Development in Cloud & Digital Transformation Consulting My Year of Learning and Development in Cloud & Digital Transformation Consulting https://jpantsjoha.com/blog/body/jpantsjoha.com-formal-courses-section-divider.jpg Photograph of a person at a laptop reviewing a job-matching platform, overlaid with the words The Formal Courses. Formal courses have their place. They are rarely the part that changes how you work. https://jpantsjoha.com/blog/your-next-customer-isnt-human https://jpantsjoha.com/blog/your-next-customer-isnt-human.jpg Your Next Customer Isn't Human By 2030, agents will initiate more B2B transactions than humans. Is your service ready? https://jpantsjoha.com/blog/body/jpantsjoha.com-agent-capability-discovery-b2a-handshake.jpg Five-stage diagram: a personal investment agent calls GET /capabilities on a research service, authenticates with a serv The B2A handshake: discovery, authentication, negotiation, payment, delivery — with no human in the loop. https://jpantsjoha.com/blog/body/jpantsjoha.com-interface-layer-collapse-before-after.jpg Before-and-after stack diagram. The traditional stack puts the interface layer on top, absorbing most IT budget. The age When agents become the customer, the interface layer stops being where the value sits — and the data underneath becomes the moat. https://jpantsjoha.com/blog/body/jpantsjoha.com-openai-shopping-research-chatgpt.jpg OpenAI product announcement page for shopping research in ChatGPT, alongside an example of the assistant comparing telev Shopping research in ChatGPT: the buying decision moves inside the assistant, one step from the assistant transacting on its own.