AI-assisted development
I’m exploring AI-assisted development through Python and Textual apps for MySotongkoo. Rapid iteration gives me a way to try ideas while keeping human judgement involved in what gets built.
This connects with my interest in co-creative teams: how we frame questions and organise our thinking matters alongside the tools we use.
This website is one example, built by me and my AI agents. How I use AI explains the process and the role of human judgement.
Immediate connections
Explore the cards directly connected to this one.
{"nodes":[{"data":{"id":"adl","label":"ADL: technology for live theatre","url":"/cards/adl/","group":"Experience","description":"At ADL, developed software for live theatrical performances, including Java-based surtitling, live multimedia, and sound and light control systems.","parent_label":"Part of","degree":19}},{"data":{"id":"agility-creativity","label":"Agility, Creativity, and Technology","url":"/cards/agility-creativity/","group":"Writing & talks","description":"Talks on creating new technology from fundamental Agile principles and the creative mindset, presented at Leo Burnett Malaysia and to students at the University of Canberra and Mul","parent_label":"Part of","degree":2}},{"data":{"id":"ai-assisted-development","label":"AI-assisted development","url":"/cards/ai-assisted-development/","group":"Tools & ideas","description":"I’m exploring AI-assisted development through Python and Textual apps for MySotongkoo. Rapid iteration gives me a way to try ideas while keeping human judgement involved in what ge","parent_label":"Part of","degree":8}},{"data":{"id":"ai-logistics","label":"AI-Enabled Logistics Ecosystems Microcredential","url":"/cards/ai-logistics/","group":"Learning","description":"AI-Enabled Logistics Ecosystems Microcredential.Kolej Beyond · Adroit Training · June 2026.","parent_label":"Part of","degree":2}},{"data":{"id":"air-con","label":"Air Con","url":"/cards/instant-cafe-theatre/air-con/","group":"Projects","description":"A 2008 Instant Cafe Theatre Company production supported by a five-projector multimedia system.","parent_label":"In collaboration with","degree":5,"parent_slug":"instant-cafe-theatre"}},{"data":{"id":"ambank-bizrace","label":"AmBank BizRACE Digi Innovation Award","url":"/cards/ambank-bizrace/","group":"Highlights","description":"AmBank BizRACE Digi Innovation Award.SalesCandy · 2018.","parent_label":"Part of","degree":2}},{"data":{"id":"humanities-analytics-process","label":"An iterative humanities analytics process","url":"/cards/humanities-analytics-process/","group":"Tools & ideas","description":"A practical framework for moving between humanities questions, cultural concepts, textual data, computational measures, and interpretation.","parent_label":"Part of","degree":1}},{"data":{"id":"antara-methods","label":"Antara Methods","url":"/cards/antara-methods/","group":"Experience","description":"A collaboration bringing Antara Methods’ integral, values-centred perspective together with my experience in technology, digital products, and organisational systems.","parent_label":"Part of","degree":5}},{"data":{"id":"leo-burnett","label":"Arc Worldwide / Leo Burnett","url":"/cards/leo-burnett/","group":"Experience","description":"Developed digital communications strategies and solutions, and led the team building digital properties and campaigns for PETRONAS, Tenaga Nasional, Samsung, BMW, and others.","parent_label":"Part of","degree":7}},{"data":{"id":"artelligent","label":"Artelligent Sdn Bhd","url":"/cards/artelligent/","group":"Experience","description":"Developed a multimedia authoring and scheduling system for digital signage networks.","parent_label":"Part of","degree":1}},{"data":{"id":"connectome-agent-prompt","label":"Ask an AI agent to explore my connectome","url":"/cards/connectome-agent-prompt/","group":"Tools & ideas","description":"A copy-ready prompt for using Reza Rosli’s public website, résumé, categories, and connectome to understand his practice and assess how he might help with a specific situation.","parent_label":"Part of","degree":4}},{"data":{"id":"augmenting-intelligence","label":"Augmenting Intelligence","url":"/cards/augmenting-intelligence/","group":"Practice","description":"Extending human understanding, judgement, creativity, and action through learning, technology, and real application.","parent_label":"Part of","degree":6}},{"data":{"id":"aws","label":"AWS","url":"/cards/aws/","group":"Tools & ideas","description":"AWS was a major part of my SalesCandy years. I led product and engineering work on a cloud-native SaaS organisation, bringing together architecture, reliability, security, and cost","parent_label":"Part of","degree":6}},{"data":{"id":"aws-serverless","label":"AWS Serverless at SalesCandy","url":"/cards/aws-serverless/","group":"Writing & talks","description":"Presented at AWS Activate 2021, showing how a small team built a reliable, lean architecture using serverless and heterogeneous AWS services.","parent_label":"Part of","degree":4}},{"data":{"id":"azure","label":"Azure","url":"/cards/azure/","group":"Tools & ideas","description":"I worked with Azure in 2023–2025. It is one part of a cloud practice that also includes AWS and Google Cloud.My current interest in Cloudflare-first solutions sits alongside that e","parent_label":"Part of","degree":3}},{"data":{"id":"media-lab-arts","label":"BSc (Hons) Media Lab Arts","url":"/cards/media-lab-arts/","group":"Learning","description":"BSc (Hons) Media Lab Arts.University of Plymouth, United Kingdom · 1998 — 2002.","parent_label":"Part of","degree":2}},{"data":{"id":"jekyll-build","label":"Building Jekyll for Cloudflare Workers","url":"/cards/jekyll-build/","group":"Tools & ideas","description":"The Jekyll build behind Reza Rosli's Cloudflare Workers setup: content, shared layouts, link validation, SEO and sitemap plugins.","parent_label":"Part of","degree":7}},{"data":{"id":"cloudflare-domains","label":"Buying a domain through Cloudflare","url":"/cards/cloudflare-domains/","group":"Tools & ideas","description":"Why Reza Rosli found Cloudflare convenient for buying a domain: registration and DNS together, at-cost renewals, and a clear nameserver tradeoff.","parent_label":"Part of","degree":4}},{"data":{"id":"change-learning","label":"Change and learning","url":"/cards/change-learning/","group":"Practice","description":"Practical interventions, learning experiences, and experiments that help people test new ways of working and build capability.","parent_label":"Part of","degree":7}},{"data":{"id":"cloudcondo","label":"CloudCondo / CloudNatio","url":"/cards/cloudcondo/","group":"Experience","description":"Developed a property-management SaaS application focused on local community-based services including deliveries, car-pooling, and gardening.","parent_label":"Part of","degree":3}},{"data":{"id":"cloudflare","label":"Cloudflare-first solutions","url":"/cards/cloudflare/","group":"Current interests","description":"I’m exploring Cloudflare-first solutions: starting with Cloudflare when a new idea needs somewhere to take shape, then testing whether it fits the work.","parent_label":"Part of","degree":9}},{"data":{"id":"commone-vision","label":"CommOne Vision Sdn Bhd","url":"/cards/commone-vision/","group":"Experience","description":"Built depth in AV integration, show control, camera and display systems, and large-scale digital CCTV and physical security systems.","parent_label":"Part of","degree":2}},{"data":{"id":"connected-notes","label":"Connected notes","url":"/cards/connected-notes/","group":"Tools & ideas","description":"Connected notes are the individual content units behind the site: each card holds a focused idea and links to other notes that give it context.","parent_label":"Part of","degree":13}},{"data":{"id":"jekyll-connected-notes","label":"Connected notes in Jekyll","url":"/cards/jekyll-connected-notes/","group":"Tools & ideas","description":"How Reza Rosli's Jekyll cards keep stable URLs, explained outgoing relationships, automatic backlinks and separate inline mentions.","parent_label":"Part of","degree":5}},{"data":{"id":"connectome-resume","label":"Connectome × résumé","url":"/cards/connectome-resume/","group":"Tools & ideas","description":"How Reza Rosli’s résumé and Connectome offer two complementary ways to understand his experience and evolving practice.","parent_label":"Part of","degree":2}},{"data":{"id":"customer-success-engineering","label":"Customer Success Engineering","url":"/cards/customer-success-engineering/","group":"Experience","description":"Upskilled Customer Success teams to act as first-line technical support and leverage Kibana dashboards for client consulting.","parent_label":"Part of","degree":2}},{"data":{"id":"data-ai","label":"Data and AI","url":"/cards/data-ai/","group":"Practice","description":"Information management, data quality, analytics, AI-assisted business capabilities, observability, security, and technology governance.","parent_label":"Part of","degree":7}},{"data":{"id":"data-science","label":"Data Science Specialization","url":"/cards/data-science/","group":"Learning","description":"Data Science Specialization.Johns Hopkins Bloomberg School of Public Health · Coursera · 2015 — 2016.","parent_label":"Part of","degree":3}},{"data":{"id":"resources","label":"Definitive resources","url":"/cards/resources/","group":"Tools & ideas","description":"Authoritative documentation for the technologies involved in making Reza Rosli’s website.","parent_label":"Part of","degree":3}},{"data":{"id":"digitaslbi","label":"DigitasLBi Malaysia","url":"/cards/digitaslbi/","group":"Experience","description":"Developed digital transformation strategies and led delivery of projects that collect, analyse, and activate consumer data.","parent_label":"Part of","degree":2}},{"data":{"id":"domain-driven-design","label":"Domain-Driven Design","url":"/cards/domain-driven-design/","group":"Experience","description":"Applied DDD to model lead distribution, state transitions, and team availability as explicit domain models.","parent_label":"Part of","degree":2}},{"data":{"id":"event-driven-architecture","label":"Event-Driven Architecture","url":"/cards/event-driven-architecture/","group":"Experience","description":"Implemented event sourcing and pub/sub patterns to drive real-time lead distribution and system observability.","parent_label":"Part of","degree":2}},{"data":{"id":"superb","label":"Finalist, SUPERB — TERAJU Startup Competition","url":"/cards/superb/","group":"Highlights","description":"Finalist, SUPERB — TERAJU Startup Competition.CloudCondo · 2016.","parent_label":"Part of","degree":2}},{"data":{"id":"food-as-practice","label":"Food as a practice of attention","url":"/cards/food-as-practice/","group":"Practice","description":"Exploring food as a practice of attention, connection, and craft.","parent_label":"Part of","degree":2}},{"data":{"id":"humanities-analytics","label":"Foundations & Applications of Humanities Analytics","url":"/cards/humanities-analytics/","group":"Learning","description":"A reflection on learning to use computational text analysis to explore culture, test interpretations, and reveal relationships across collections of human knowledge.","parent_label":"Part of","degree":6}},{"data":{"id":"jekyll","label":"From a shared brain to a Jekyll connectome","url":"/cards/jekyll/","group":"Tools & ideas","description":"How Reza Rosli’s shared-brain idea became connected notes and cards, a Jekyll website maintained with an AI assistant, and an emerging terminal content-management interface.","parent_label":"Part of","degree":8}},{"data":{"id":"atomic-content-studio","label":"From connected cards to an atomic content studio","url":"/cards/atomic-content-studio/","group":"Writing & talks","description":"How the local content studio is evolving around atomic Markdown cards, structural pages, explainable links, and deliberately triggered AI assistance.","parent_label":"Part of","degree":5}},{"data":{"id":"google-cloud","label":"Google Cloud","url":"/cards/google-cloud/","group":"Tools & ideas","description":"I worked with Google Cloud during my SalesCandy years and revisited it for certification in 2025. I’m currently experimenting with Google Workspace integration.These are overlappin","parent_label":"Part of","degree":6}},{"data":{"id":"google-cloud-certification","label":"Google Cloud Professional Cloud Developer Certification","url":"/cards/google-cloud-certification/","group":"Learning","description":"Google Cloud Professional Cloud Developer Certification.Google Cloud · November 2025 — November 2027.","parent_label":"Part of","degree":2}},{"data":{"id":"hero","label":"Hero","url":"/cards/instant-cafe-theatre/hero/","group":"Projects","description":"A 2007 theatre project with multimedia work by Reza Rosli.","parent_label":"In collaboration with","degree":4,"parent_slug":"instant-cafe-theatre"}},{"data":{"id":"hiraku-media","label":"Hiraku Media Group","url":"/cards/hiraku-media/","group":"Experience","description":"Developed an online streaming and peer-to-peer distribution platform for paid and free video content using mainly free and open-source software.","parent_label":"Part of","degree":1}},{"data":{"id":"how-i-use-ai","label":"How I use AI","url":"/cards/how-i-use-ai/","group":"Tools & ideas","description":"Reza Rosli explains how he builds this website with AI agents, connects notes, checks the work, and keeps responsibility for what he publishes.","parent_label":"Part of","degree":8}},{"data":{"id":"relationship-types","label":"How relationship types work","url":"/cards/relationship-types/","group":"Tools & ideas","description":"A guide to the directed relationship types used between cards in Reza Rosli’s connectome, including how each connection reads from both ends.","parent_label":"Part of","degree":8}},{"data":{"id":"card-categories","label":"How the card categories work","url":"/cards/card-categories/","group":"Tools & ideas","description":"A guide to the categories used in Reza Rosli’s connectome, with examples of experience, projects, practice, learning, writing and talks, highlights, tools and ideas, and current interests.","parent_label":"Part of","degree":7}},{"data":{"id":"trainer-certification","label":"HRD Corp Certified Trainer · Train the Trainer","url":"/cards/trainer-certification/","group":"Learning","description":"HRD Corp Certified Trainer · Train the Trainer.Samudera Management Consultants · August 2026.","parent_label":"Part of","degree":2}},{"data":{"id":"immersive-multimedia","label":"Immersive multimedia systems","url":"/cards/immersive-multimedia/","group":"Experience","description":"A low-cost, networked multi-projector system for live performance, developed through theatre work from 2007 to 2009.","parent_label":"Part of","degree":8}},{"data":{"id":"indesign","label":"InDesign Sdn Bhd","url":"/cards/indesign/","group":"Experience","description":"Developed websites and interactive multimedia CD-ROMs for corporate clients as an independent multimedia designer and developer.","parent_label":"Part of","degree":1}},{"data":{"id":"instant-cafe-theatre","label":"Instant Cafe Theatre Company","url":"/cards/instant-cafe-theatre/","group":"Highlights","description":"Theatre collaborations including Hero (2007), Instant Café Kurang Manis (2007), and Air Con (2008), continuing from 2008.","parent_label":"Part of","degree":9}},{"data":{"id":"instant-cafe-kurang-manis","label":"Instant Café Kurang Manis","url":"/cards/instant-cafe-theatre/instant-cafe-kurang-manis/","group":"Projects","description":"A 2007 multimedia theatre project with Instant Cafe Theatre Company.","parent_label":"In collaboration with","degree":4,"parent_slug":"instant-cafe-theatre"}},{"data":{"id":"ditto","label":"ITEX Bronze Award for DITTO · Deaf in Touch Today","url":"/cards/ditto/","group":"Highlights","description":"ITEX Bronze Award for DITTO · Deaf in Touch Today.Collaboration with Monash University researchers · 2018.","parent_label":"Part of","degree":1}},{"data":{"id":"java","label":"Java for live control","url":"/cards/java/","group":"Tools & ideas","description":"Java as a practical layer for networked multimedia, surtitling, and live performance control.","parent_label":"Part of","degree":4}},{"data":{"id":"shared-brain","label":"Making a shared brain with my GenAI buddy","url":"/cards/shared-brain/","group":"Writing & talks","description":"Exploring a method to organise a classic product backlog using Zettelkasten with the assistance of a generative AI collaborator.","parent_label":"Part of","degree":9}},{"data":{"id":"mcdonalds-mobile","label":"McDonald’s fans mobile strategy with real-time, real-world interactions","url":"/cards/leo-burnett/mcdonalds-mobile/","group":"Writing & talks","description":"An account of developing an award-winning campaign using real-time publish-subscribe communications.","parent_label":"Built while at","degree":4,"parent_slug":"leo-burnett"}},{"data":{"id":"media-lab","label":"Media Lab practice","url":"/cards/media-lab/","group":"Practice","description":"Bringing systems thinking, organisational design, technology, art, and making together to make complexity visible and turn learning into change.","parent_label":"Part of","degree":12}},{"data":{"id":"cloudflare-setup","label":"My Cloudflare setup","url":"/cards/cloudflare-setup/","group":"Tools & ideas","description":"Reza Rosli's notes on choosing Cloudflare for a domain and a static Jekyll publishing setup, connected to his Cloudflare-first exploration.","parent_label":"Part of","degree":7}},{"data":{"id":"cloudflare-workers-hosting","label":"My Jekyll hosting setup on Cloudflare Workers","url":"/cards/cloudflare-workers-hosting/","group":"Tools & ideas","description":"The Cloudflare Workers Static Assets workflow for Reza Rosli's Jekyll site: a repository build, validated static output and a custom domain.","parent_label":"Part of","degree":6}},{"data":{"id":"mysotongkoo","label":"MySotongkoo: an AI infobutler","url":"/cards/mysotongkoo/","group":"Current interests","description":"MySotongkoo is a local-AI solution for executive training. I’m exploring it as an AI infobutler, using Python, Textual apps, and AI-assisted development to make ideas tangible.","parent_label":"Part of","degree":11}},{"data":{"id":"next-stock-market-game","label":"Next Stock Market Game","url":"/cards/next-stock-market-game/","group":"Projects","description":"A stock market simulator game played by children in a business school course, using CakePHP, R, PHPFog, and AWS.","parent_label":"Part of","degree":2}},{"data":{"id":"french-revolution-debates","label":"Novelty and resonance in French Revolution debates","url":"/cards/french-revolution-debates/","group":"Learning","description":"A humanities analytics case study tracing how new patterns of language entered, persisted in, or disappeared from French Revolution debates.","parent_label":"Part of","degree":1}},{"data":{"id":"onepoint","label":"Onepoint Groupe","url":"/cards/onepoint/","group":"Experience","description":"Worked across disciplines to help teams understand complex problems, shape practical solutions, and deliver outcomes for customers, while supporting consultants in Kuala Lumpur ser","parent_label":"Part of","degree":4}},{"data":{"id":"organisations-systems","label":"Organisations and systems","url":"/cards/organisations-systems/","group":"Practice","description":"Systems thinking, organisational design, business discovery, facilitation, stakeholder engagement, operating models, and technology advisory.","parent_label":"Part of","degree":3}},{"data":{"id":"russian-diary-writing","label":"Patterns in Russian diary-writing","url":"/cards/russian-diary-writing/","group":"Learning","description":"A humanities analytics case study using recurring language to investigate how Russian diarists understood diary-writing.","parent_label":"Part of","degree":1}},{"data":{"id":"processing","label":"Processing as a theatre tool","url":"/cards/processing/","group":"Tools & ideas","description":"An open-source creative coding environment used with Most Pixels Ever to build a multi-screen theatre system.","parent_label":"Part of","degree":5}},{"data":{"id":"pubnub","label":"PubNub and real-time publish-subscribe","url":"/cards/pubnub/","group":"Experience","description":"Leveraging PubNub's real-time data platform to power interactive campaigns, live updates, and scalable messaging systems across multiple projects.","parent_label":"Part of","degree":8}},{"data":{"id":"python","label":"Python","url":"/cards/python/","group":"Tools & ideas","description":"Python is part of my software practice and one of the tools I’m exploring through MySotongkoo, a local-AI solution for executive training.My current interest combines Python, Textu","parent_label":"Part of","degree":4}},{"data":{"id":"rapid-prototyping","label":"Rapid prototyping","url":"/cards/rapid-prototyping/","group":"Tools & ideas","description":"Turning uncertain ideas into prototypes, working applications, or small experiments that people can use, question, and learn from.","parent_label":"Part of","degree":7}},{"data":{"id":"redza-rosli","label":"Redza Rosli — actor and model","url":"/cards/redza-rosli/","group":"Highlights","description":"A disambiguation note: Redza Rosli is the Malaysian actor and model, distinct from Reza Rosli, the Kuala Lumpur media lab artist and technologist.","parent_label":"Part of","degree":0}},{"data":{"id":"salescandy","label":"SalesCandy","url":"/cards/salescandy/","group":"Experience","description":"Led product development and engineering for a mobile-first lead management system. Worked across product, technology, operations, and customer needs to grow a secure, scalable, rel","parent_label":"Part of","degree":16}},{"data":{"id":"jandi-salescandy","label":"SalesCandy and remote collaboration","url":"/cards/jandi-salescandy/","group":"Writing & talks","description":"A customer story about SalesCandy’s lead-management product and the working environment used by its distributed team.","parent_label":"Part of","degree":3}},{"data":{"id":"shu-ha-ri","label":"Shu Ha Ri: A Journey Toward Agile Mastery","url":"/cards/shu-ha-ri/","group":"Writing & talks","description":"Reflections on implementing Agile methods across different organisations and the philosophy that guides the practice.","parent_label":"Part of","degree":3}},{"data":{"id":"software-cloud","label":"Software and cloud","url":"/cards/software-cloud/","group":"Practice","description":"PHP, Python, Node.js, Java, Kotlin, SQL, REST, GraphQL, AWS, Azure, Google Cloud, Docker, Kubernetes, serverless, and distributed systems.","parent_label":"Part of","degree":9}},{"data":{"id":"save-the-turtles","label":"TCS Be A Hero","url":"/cards/save-the-turtles/","group":"Projects","description":"TCS Be A Hero was an interactive billboard experience using mobile phones to help turtles cross the beach, supporting the Turtle Conservation Society of Malaysia.","parent_label":"Part of","degree":2}},{"data":{"id":"technology-leadership","label":"Technology leadership","url":"/cards/technology-leadership/","group":"Practice","description":"Enterprise architecture, digital transformation, systems integration, solution architecture, process improvement, and cross-functional delivery.","parent_label":"Part of","degree":11}},{"data":{"id":"textual","label":"Textual apps","url":"/cards/textual/","group":"Tools & ideas","description":"I’m exploring Textual apps in Python as part of MySotongkoo. The focus is a local-AI solution for executive training.I’m interested in how a focused interface can make an AI-assist","parent_label":"Part of","degree":3}},{"data":{"id":"tf-idf","label":"TF-IDF link discovery","url":"/cards/tf-idf/","group":"Tools & ideas","description":"How the local content studio uses TF-IDF and graph context to find possible links between cards without calling an AI model.","parent_label":"Part of","degree":3}},{"data":{"id":"old-bailey-civilizing-process","label":"The civilizing process at the Old Bailey","url":"/cards/old-bailey-civilizing-process/","group":"Learning","description":"A humanities analytics case study using changes in trial language to investigate cultural and institutional change.","parent_label":"Part of","degree":1}},{"data":{"id":"connectome","label":"The connectome","url":"/cards/connectome/","group":"Tools & ideas","description":"A guide to Reza Rosli’s connectome: the evolving map generated from connected notes about experiences, projects, practices, learning, tools, ideas, and current interests.","parent_label":"Part of","degree":14}},{"data":{"id":"the-new-mass-media","label":"The new mass media","url":"/cards/the-new-mass-media/","group":"Tools & ideas","description":"A developing note on AI as the new mass media: systems that increasingly mediate how information is produced, found, interpreted, and repeated.","parent_label":"Part of","degree":4}},{"data":{"id":"poetry-underground","label":"The Poetry Underground","url":"/cards/poetry-underground/","group":"Highlights","description":"Theatre shows made in collaboration with The Poetry Underground.","parent_label":"Part of","degree":1}},{"data":{"id":"tribal-ddb","label":"Tribal DDB Malaysia","url":"/cards/tribal-ddb/","group":"Experience","description":"Developed digital communications strategies and solutions, and led the team building digital properties for PROTON, Nippon Paint, Volkswagen, and others.","parent_label":"Part of","degree":2}},{"data":{"id":"unggun","label":"unggun.com","url":"/cards/unggun/","group":"Experience","description":"Developed an early social networking platform for corporations, before the idea became known as a social intranet.","parent_label":"Part of","degree":1}},{"data":{"id":"ways-of-working","label":"Ways of working","url":"/cards/ways-of-working/","group":"Practice","description":"Helping teams make their working patterns visible, introduce practices suited to their context, and develop the judgement to adapt them over time.","parent_label":"Part of","degree":10}},{"data":{"id":"publicis90","label":"Winner, Publicis90 Startup Competition","url":"/cards/publicis90/","group":"Highlights","description":"Winner, Publicis90 Startup Competition.HAIV · 2016.","parent_label":"Part of","degree":1}}],"edges":[{"data":{"id":"edge:adl:instant-cafe-theatre","source":"adl","target":"instant-cafe-theatre","type":"related","reason":"A related theatre collaboration running from 2008 to now.","category":"Related to","incoming_reason":"A related theatre collaboration running from 2008 to now.","incoming_category":"Referenced by"}},{"data":{"id":"edge:adl:media-lab","source":"adl","target":"media-lab","type":"related","reason":"Live multimedia and control systems connect art and technology.","category":"Related to","incoming_reason":"Live multimedia and control systems connect art and technology.","incoming_category":"Referenced by"}},{"data":{"id":"edge:adl:immersive-multimedia","source":"adl","target":"immersive-multimedia","type":"related","reason":"The draft system grew directly from this live-theatre practice.","category":"Related to","incoming_reason":"The draft system grew directly from this live-theatre practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:adl:processing","source":"adl","target":"processing","type":"related","reason":"Processing and Most Pixels Ever were used to build the multi-screen engine.","category":"Related to","incoming_reason":"Processing and Most Pixels Ever were used to build the multi-screen engine.","incoming_category":"Referenced by"}},{"data":{"id":"edge:adl:java","source":"adl","target":"java","type":"related","reason":"Java was part of the software layer for networked live control.","category":"Related to","incoming_reason":"Java was part of the software layer for networked live control.","incoming_category":"Referenced by"}},{"data":{"id":"edge:adl:hero","source":"adl","target":"hero","type":"related","reason":"An early theatre project in the ADL-era practice.","category":"Related to","incoming_reason":"An early theatre project in the ADL-era practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:adl:instant-cafe-kurang-manis","source":"adl","target":"instant-cafe-kurang-manis","type":"related","reason":"An early theatre project in the ADL-era practice.","category":"Related to","incoming_reason":"An early theatre project in the ADL-era practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:adl:air-con","source":"adl","target":"air-con","type":"related","reason":"The multi-projector system was developed for this production.","category":"Related to","incoming_reason":"The multi-projector system was developed for this production.","incoming_category":"Referenced by"}},{"data":{"id":"edge:adl:pubnub","source":"adl","target":"pubnub","type":"related","reason":"Review the lexical and graph proximity between ADL: technology for live theatre and PubNub and real-time publish-subscribe.","category":"Related to","incoming_reason":"Review the lexical and graph proximity between ADL: technology for live theatre and PubNub and real-time publish-subscribe.","incoming_category":"Referenced by"}},{"data":{"id":"edge:agility-creativity:media-lab","source":"agility-creativity","target":"media-lab","type":"related","reason":"The connection between creative practice, technology, and making.","category":"Related to","incoming_reason":"The connection between creative practice, technology, and making.","incoming_category":"Referenced by"}},{"data":{"id":"edge:ai-assisted-development:mysotongkoo","source":"ai-assisted-development","target":"mysotongkoo","type":"related","reason":"A practical setting for exploring the development process.","category":"Related to","incoming_reason":"A practical setting for exploring the development process.","incoming_category":"Referenced by"}},{"data":{"id":"edge:ai-assisted-development:connected-notes","source":"ai-assisted-development","target":"connected-notes","type":"related","reason":"Explicit connections can help organise the thinking around a prototype.","category":"Related to","incoming_reason":"Explicit connections can help organise the thinking around a prototype.","incoming_category":"Referenced by"}},{"data":{"id":"edge:ai-logistics:data-ai","source":"ai-logistics","target":"data-ai","type":"related","reason":"AI-enabled logistics is a strand of my continuing learning.","category":"Related to","incoming_reason":"AI-enabled logistics is a strand of my continuing learning.","incoming_category":"Referenced by"}},{"data":{"id":"edge:air-con:instant-cafe-theatre","source":"air-con","target":"instant-cafe-theatre","type":"related","reason":"The production was made with Instant Cafe Theatre Company.","category":"Related to","incoming_reason":"The production was made with Instant Cafe Theatre Company.","incoming_category":"Referenced by"}},{"data":{"id":"edge:air-con:adl","source":"air-con","target":"adl","type":"related","reason":"The five-projector system was developed for this production.","category":"Related to","incoming_reason":"The five-projector system was developed for this production.","incoming_category":"Referenced by"}},{"data":{"id":"edge:air-con:immersive-multimedia","source":"air-con","target":"immersive-multimedia","type":"related","reason":"The production was the practical setting for the networked multi-projector system.","category":"Related to","incoming_reason":"The production was the practical setting for the networked multi-projector system.","incoming_category":"Referenced by"}},{"data":{"id":"edge:ambank-bizrace:salescandy","source":"ambank-bizrace","target":"salescandy","type":"related","reason":"The award is recorded for SalesCandy in 2018.","category":"Related to","incoming_reason":"The award is recorded for SalesCandy in 2018.","incoming_category":"Referenced by"}},{"data":{"id":"edge:antara-methods:ways-of-working","source":"antara-methods","target":"ways-of-working","type":"related","reason":"This collaboration is one context in which I bring my ways-of-working practice into organisational consulting.","category":"Related to","incoming_reason":"This collaboration is one context in which I bring my ways-of-working practice into organisational consulting.","incoming_category":"Referenced by"}},{"data":{"id":"edge:antara-methods:organisations-systems","source":"antara-methods","target":"organisations-systems","type":"related","reason":"Organisational systems and technology consulting are part of this work.","category":"Related to","incoming_reason":"Organisational systems and technology consulting are part of this work.","incoming_category":"Referenced by"}},{"data":{"id":"edge:antara-methods:technology-leadership","source":"antara-methods","target":"technology-leadership","type":"related","reason":"The work draws on experience across technology, products, teams, and organisations.","category":"Related to","incoming_reason":"The work draws on experience across technology, products, teams, and organisations.","incoming_category":"Referenced by"}},{"data":{"id":"edge:leo-burnett:agility-creativity","source":"leo-burnett","target":"agility-creativity","type":"related","reason":"These talks included presentations at Leo Burnett.","category":"Related to","incoming_reason":"These talks included presentations at Leo Burnett.","incoming_category":"Referenced by"}},{"data":{"id":"edge:leo-burnett:technology-leadership","source":"leo-burnett","target":"technology-leadership","type":"related","reason":"Leading a team building digital properties and campaigns.","category":"Related to","incoming_reason":"Leading a team building digital properties and campaigns.","incoming_category":"Referenced by"}},{"data":{"id":"edge:leo-burnett:tribal-ddb","source":"leo-burnett","target":"tribal-ddb","type":"related","reason":"Another role connecting creative agency work with technology.","category":"Related to","incoming_reason":"Another role connecting creative agency work with technology.","incoming_category":"Referenced by"}},{"data":{"id":"edge:artelligent:media-lab","source":"artelligent","target":"media-lab","type":"related","reason":"Multimedia authoring and scheduling connect software with media.","category":"Related to","incoming_reason":"Multimedia authoring and scheduling connect software with media.","incoming_category":"Referenced by"}},{"data":{"id":"edge:connectome-agent-prompt:connectome","source":"connectome-agent-prompt","target":"connectome","type":"example","reason":"The prompt is a practical interface for exploring the connectome with an AI assistant.","category":"Example","incoming_reason":"The prompt is a practical interface for exploring the connectome with an AI assistant.","incoming_category":"Example"}},{"data":{"id":"edge:connectome-agent-prompt:card-categories","source":"connectome-agent-prompt","target":"card-categories","type":"structure","reason":"The prompt asks an agent to preserve the distinctions between card categories.","category":"Structure","incoming_reason":"The prompt asks an agent to preserve the distinctions between card categories.","incoming_category":"Applied model"}},{"data":{"id":"edge:connectome-agent-prompt:relationship-types","source":"connectome-agent-prompt","target":"relationship-types","type":"structure","reason":"The prompt asks an agent to interpret authored relationships without overstating what they prove.","category":"Structure","incoming_reason":"The prompt asks an agent to interpret authored relationships without overstating what they prove.","incoming_category":"Applied model"}},{"data":{"id":"edge:connectome-agent-prompt:how-i-use-ai","source":"connectome-agent-prompt","target":"how-i-use-ai","type":"practice-in-action","reason":"The prompt demonstrates how I use AI as an inspectable collaborator while retaining human judgement.","category":"Practice in action","incoming_reason":"The prompt demonstrates how I use AI as an inspectable collaborator while retaining human judgement.","incoming_category":"Example"}},{"data":{"id":"edge:augmenting-intelligence:change-learning","source":"augmenting-intelligence","target":"change-learning","type":"related","reason":"Learning becomes meaningful when it changes what people can do in practice.","category":"Related to","incoming_reason":"Learning becomes meaningful when it changes what people can do in practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:augmenting-intelligence:mysotongkoo","source":"augmenting-intelligence","target":"mysotongkoo","type":"related","reason":"A current experiment using local technology as an inspectable environment for executive learning.","category":"Related to","incoming_reason":"A current experiment using local technology as an inspectable environment for executive learning.","incoming_category":"Referenced by"}},{"data":{"id":"edge:augmenting-intelligence:shu-ha-ri","source":"augmenting-intelligence","target":"shu-ha-ri","type":"related","reason":"A model for moving from instructed practice towards adaptable judgement.","category":"Related to","incoming_reason":"A model for moving from instructed practice towards adaptable judgement.","incoming_category":"Referenced by"}},{"data":{"id":"edge:augmenting-intelligence:trainer-certification","source":"augmenting-intelligence","target":"trainer-certification","type":"related","reason":"A formal strand in my development as a trainer and learning practitioner.","category":"Related to","incoming_reason":"A formal strand in my development as a trainer and learning practitioner.","incoming_category":"Referenced by"}},{"data":{"id":"edge:augmenting-intelligence:data-ai","source":"augmenting-intelligence","target":"data-ai","type":"related","reason":"Data and AI are supporting technologies within this wider human learning practice.","category":"Related to","incoming_reason":"Data and AI are supporting technologies within this wider human learning practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:aws:aws-serverless","source":"aws","target":"aws-serverless","type":"related","reason":"A focused account of serverless practice at SalesCandy.","category":"Related to","incoming_reason":"A focused account of serverless practice at SalesCandy.","incoming_category":"Referenced by"}},{"data":{"id":"edge:aws:cloudflare","source":"aws","target":"cloudflare","type":"related","reason":"Earlier cloud experience provides context for my current exploration.","category":"Related to","incoming_reason":"Earlier cloud experience provides context for my current exploration.","incoming_category":"Referenced by"}},{"data":{"id":"edge:aws-serverless:aws","source":"aws-serverless","target":"aws","type":"related","reason":"The platform discussed in the AWS Activate 2021 talk.","category":"Related to","incoming_reason":"The platform discussed in the AWS Activate 2021 talk.","incoming_category":"Referenced by"}},{"data":{"id":"edge:aws-serverless:salescandy","source":"aws-serverless","target":"salescandy","type":"documents","reason":"The organisation whose architecture the talk describes.","category":"Documents","incoming_reason":"The organisation whose architecture the talk describes.","incoming_category":"Documented by"}},{"data":{"id":"edge:azure:cloudflare","source":"azure","target":"cloudflare","type":"related","reason":"Part of the experience I bring to exploring another platform.","category":"Related to","incoming_reason":"Part of the experience I bring to exploring another platform.","incoming_category":"Referenced by"}},{"data":{"id":"edge:media-lab-arts:media-lab","source":"media-lab-arts","target":"media-lab","type":"related","reason":"The academic thread behind my media lab practice.","category":"Related to","incoming_reason":"The academic thread behind my media lab practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:jekyll-build:jekyll","source":"jekyll-build","target":"jekyll","type":"structure","reason":"This card documents the build workflow behind the Jekyll content system.","category":"Structure","incoming_reason":"This card documents the build workflow behind the Jekyll content system.","incoming_category":"Applied model"}},{"data":{"id":"edge:jekyll-build:cloudflare-workers-hosting","source":"jekyll-build","target":"cloudflare-workers-hosting","type":"structure","reason":"The checked build output is published through Cloudflare Workers Static Assets.","category":"Structure","incoming_reason":"The checked build output is published through Cloudflare Workers Static Assets.","incoming_category":"Applied model"}},{"data":{"id":"edge:jekyll-build:jekyll-connected-notes","source":"jekyll-build","target":"jekyll-connected-notes","type":"structure","reason":"A full build derives incoming connections and prose mentions across the card collection.","category":"Structure","incoming_reason":"A full build derives incoming connections and prose mentions across the card collection.","incoming_category":"Applied model"}},{"data":{"id":"edge:jekyll-build:how-i-use-ai","source":"jekyll-build","target":"how-i-use-ai","type":"practice-in-action","reason":"The inspectable build and validation results are part of how I work with AI agents.","category":"Practice in action","incoming_reason":"The inspectable build and validation results are part of how I work with AI agents.","incoming_category":"Example"}},{"data":{"id":"edge:cloudflare-domains:cloudflare-setup","source":"cloudflare-domains","target":"cloudflare-setup","type":"structure","reason":"Domain registration and DNS are one part of this website’s Cloudflare setup.","category":"Structure","incoming_reason":"Domain registration and DNS are one part of this website’s Cloudflare setup.","incoming_category":"Applied model"}},{"data":{"id":"edge:cloudflare-domains:cloudflare-workers-hosting","source":"cloudflare-domains","target":"cloudflare-workers-hosting","type":"structure","reason":"The domain and the hosting workflow solve different parts of publishing the site.","category":"Structure","incoming_reason":"The domain and the hosting workflow solve different parts of publishing the site.","incoming_category":"Applied model"}},{"data":{"id":"edge:change-learning:augmenting-intelligence","source":"change-learning","target":"augmenting-intelligence","type":"related","reason":"Changed capability and behaviour are the practical evidence of learning.","category":"Related to","incoming_reason":"Changed capability and behaviour are the practical evidence of learning.","incoming_category":"Referenced by"}},{"data":{"id":"edge:change-learning:ways-of-working","source":"change-learning","target":"ways-of-working","type":"related","reason":"Coaching helps teams turn reflection and experiments into practices they can evolve.","category":"Related to","incoming_reason":"Coaching helps teams turn reflection and experiments into practices they can evolve.","incoming_category":"Referenced by"}},{"data":{"id":"edge:change-learning:trainer-certification","source":"change-learning","target":"trainer-certification","type":"related","reason":"A formal thread in my training background.","category":"Related to","incoming_reason":"A formal thread in my training background.","incoming_category":"Referenced by"}},{"data":{"id":"edge:cloudcondo:superb","source":"cloudcondo","target":"superb","type":"related","reason":"CloudCondo was a finalist in the 2016 SUPERB competition.","category":"Related to","incoming_reason":"CloudCondo was a finalist in the 2016 SUPERB competition.","incoming_category":"Referenced by"}},{"data":{"id":"edge:cloudcondo:software-cloud","source":"cloudcondo","target":"software-cloud","type":"related","reason":"A SaaS application within my software development work.","category":"Related to","incoming_reason":"A SaaS application within my software development work.","incoming_category":"Referenced by"}},{"data":{"id":"edge:cloudflare:aws","source":"cloudflare","target":"aws","type":"related","reason":"AWS was a major part of my SalesCandy years.","category":"Related to","incoming_reason":"AWS was a major part of my SalesCandy years.","incoming_category":"Referenced by"}},{"data":{"id":"edge:cloudflare:azure","source":"cloudflare","target":"azure","type":"related","reason":"I worked with Azure in 2023–2025.","category":"Related to","incoming_reason":"I worked with Azure in 2023–2025.","incoming_category":"Referenced by"}},{"data":{"id":"edge:cloudflare:google-cloud","source":"cloudflare","target":"google-cloud","type":"related","reason":"An overlapping thread of experience and current experiments.","category":"Related to","incoming_reason":"An overlapping thread of experience and current experiments.","incoming_category":"Referenced by"}},{"data":{"id":"edge:cloudflare:rapid-prototyping","source":"cloudflare","target":"rapid-prototyping","type":"related","reason":"New projects give me a way to explore a different starting platform.","category":"Related to","incoming_reason":"New projects give me a way to explore a different starting platform.","incoming_category":"Referenced by"}},{"data":{"id":"edge:commone-vision:technology-leadership","source":"commone-vision","target":"technology-leadership","type":"related","reason":"A technical leadership role in AV and IT systems integration.","category":"Related to","incoming_reason":"A technical leadership role in AV and IT systems integration.","incoming_category":"Referenced by"}},{"data":{"id":"edge:commone-vision:adl","source":"commone-vision","target":"adl","type":"related","reason":"AV integration and show-control experience became a foundation for later theatre systems.","category":"Related to","incoming_reason":"AV integration and show-control experience became a foundation for later theatre systems.","incoming_category":"Referenced by"}},{"data":{"id":"edge:connected-notes:shared-brain","source":"connected-notes","target":"shared-brain","type":"inspiration","reason":"The article develops the approach that inspired this collection.","category":"Inspiration","incoming_reason":"The article develops the approach that inspired this collection.","incoming_category":"Source idea"}},{"data":{"id":"edge:jekyll-connected-notes:connected-notes","source":"jekyll-connected-notes","target":"connected-notes","type":"documents","reason":"This implementation note documents how connected notes are represented and built in Jekyll.","category":"Documents","incoming_reason":"This implementation note documents how connected notes are represented and built in Jekyll.","incoming_category":"Documented by"}},{"data":{"id":"edge:jekyll-connected-notes:connectome","source":"jekyll-connected-notes","target":"connectome","type":"structure","reason":"Jekyll derives the larger connectome from the card collection and its relationships.","category":"Structure","incoming_reason":"Jekyll derives the larger connectome from the card collection and its relationships.","incoming_category":"Applied model"}},{"data":{"id":"edge:jekyll-connected-notes:jekyll-build","source":"jekyll-connected-notes","target":"jekyll-build","type":"structure","reason":"The full build validates destinations and derives incoming links across the collection.","category":"Structure","incoming_reason":"The full build validates destinations and derives incoming links across the collection.","incoming_category":"Applied model"}},{"data":{"id":"edge:jekyll-connected-notes:relationship-types","source":"jekyll-connected-notes","target":"relationship-types","type":"structure","reason":"Typed relationships preserve the meaning of an authored link in both directions.","category":"Structure","incoming_reason":"Typed relationships preserve the meaning of an authored link in both directions.","incoming_category":"Applied model"}},{"data":{"id":"edge:connectome-resume:connectome","source":"connectome-resume","target":"connectome","type":"structure","reason":"The connectome reveals relationships that complement the résumé’s chronology.","category":"Structure","incoming_reason":"The connectome reveals relationships that complement the résumé’s chronology.","incoming_category":"Applied model"}},{"data":{"id":"edge:connectome-resume:connected-notes","source":"connectome-resume","target":"connected-notes","type":"structure","reason":"Connected notes let experience be explored across time without replacing the chronological record.","category":"Structure","incoming_reason":"Connected notes let experience be explored across time without replacing the chronological record.","incoming_category":"Applied model"}},{"data":{"id":"edge:customer-success-engineering:salescandy","source":"customer-success-engineering","target":"salescandy","type":"related","reason":"I trained Customer Success to operate as first-level technical support using our observability stack.","category":"Related to","incoming_reason":"I trained Customer Success to operate as first-level technical support using our observability stack.","incoming_category":"Referenced by"}},{"data":{"id":"edge:data-ai:data-science","source":"data-ai","target":"data-science","type":"related","reason":"Formal study within my data background.","category":"Related to","incoming_reason":"Formal study within my data background.","incoming_category":"Referenced by"}},{"data":{"id":"edge:data-ai:mysotongkoo","source":"data-ai","target":"mysotongkoo","type":"related","reason":"A current local-AI exploration for executive training.","category":"Related to","incoming_reason":"A current local-AI exploration for executive training.","incoming_category":"Referenced by"}},{"data":{"id":"edge:data-ai:ai-logistics","source":"data-ai","target":"ai-logistics","type":"related","reason":"A learning experience connecting AI and logistics.","category":"Related to","incoming_reason":"A learning experience connecting AI and logistics.","incoming_category":"Referenced by"}},{"data":{"id":"edge:data-science:data-ai","source":"data-science","target":"data-ai","type":"related","reason":"A formal foundation within the data strand of my practice.","category":"Related to","incoming_reason":"A formal foundation within the data strand of my practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:resources:ai-assisted-development","source":"resources","target":"ai-assisted-development","type":"related","reason":"These are the primary references I use while building with AI assistance.","category":"Related to","incoming_reason":"These are the primary references I use while building with AI assistance.","incoming_category":"Referenced by"}},{"data":{"id":"edge:resources:cloudflare","source":"resources","target":"cloudflare","type":"related","reason":"Cloudflare provides the domain and Workers static-assets hosting used by this site.","category":"Related to","incoming_reason":"Cloudflare provides the domain and Workers static-assets hosting used by this site.","incoming_category":"Referenced by"}},{"data":{"id":"edge:resources:connected-notes","source":"resources","target":"connected-notes","type":"related","reason":"The connected card system is built with Jekyll collections and templates.","category":"Related to","incoming_reason":"The connected card system is built with Jekyll collections and templates.","incoming_category":"Referenced by"}},{"data":{"id":"edge:digitaslbi:data-ai","source":"digitaslbi","target":"data-ai","type":"related","reason":"The role involved collecting, analysing, and activating consumer data.","category":"Related to","incoming_reason":"The role involved collecting, analysing, and activating consumer data.","incoming_category":"Referenced by"}},{"data":{"id":"edge:digitaslbi:technology-leadership","source":"digitaslbi","target":"technology-leadership","type":"related","reason":"Digital transformation strategy and project delivery.","category":"Related to","incoming_reason":"Digital transformation strategy and project delivery.","incoming_category":"Referenced by"}},{"data":{"id":"edge:domain-driven-design:salescandy","source":"domain-driven-design","target":"salescandy","type":"related","reason":"DDD bounded contexts and aggregates structured the SalesCandy lead routing logic.","category":"Related to","incoming_reason":"DDD bounded contexts and aggregates structured the SalesCandy lead routing logic.","incoming_category":"Referenced by"}},{"data":{"id":"edge:event-driven-architecture:salescandy","source":"event-driven-architecture","target":"salescandy","type":"related","reason":"Event patterns decoupled SalesCandy's distributed components and enabled real-time state updates.","category":"Related to","incoming_reason":"Event patterns decoupled SalesCandy's distributed components and enabled real-time state updates.","incoming_category":"Referenced by"}},{"data":{"id":"edge:superb:cloudcondo","source":"superb","target":"cloudcondo","type":"related","reason":"The finalist entry was CloudCondo in 2016.","category":"Related to","incoming_reason":"The finalist entry was CloudCondo in 2016.","incoming_category":"Referenced by"}},{"data":{"id":"edge:food-as-practice:media-lab","source":"food-as-practice","target":"media-lab","type":"practice","reason":"Food is another material setting for curiosity, attention, and learning through making.","category":"Practice","incoming_reason":"Food is another material setting for curiosity, attention, and learning through making.","incoming_category":"Wider context"}},{"data":{"id":"edge:food-as-practice:rapid-prototyping","source":"food-as-practice","target":"rapid-prototyping","type":"practice","reason":"Cooking also develops through making, sensing what happens, and adjusting the next iteration.","category":"Practice","incoming_reason":"Cooking also develops through making, sensing what happens, and adjusting the next iteration.","incoming_category":"Wider context"}},{"data":{"id":"edge:humanities-analytics:data-science","source":"humanities-analytics","target":"data-science","type":"related","reason":"Two different learning experiences connected through analysis.","category":"Related to","incoming_reason":"Two different learning experiences connected through analysis.","incoming_category":"Referenced by"}},{"data":{"id":"edge:humanities-analytics:connectome","source":"humanities-analytics","target":"connectome","type":"related","reason":"The course sharpened my interest in how relationships across many small records can reveal patterns that are difficult to see one item at a time.","category":"Related to","incoming_reason":"The course sharpened my interest in how relationships across many small records can reveal patterns that are difficult to see one item at a time.","incoming_category":"Referenced by"}},{"data":{"id":"edge:humanities-analytics:old-bailey-civilizing-process","source":"humanities-analytics","target":"old-bailey-civilizing-process","type":"related","reason":"A Lesson 1 case study showed how changing language in trial transcripts can provide evidence of cultural and institutional change.","category":"Related to","incoming_reason":"A Lesson 1 case study showed how changing language in trial transcripts can provide evidence of cultural and institutional change.","incoming_category":"Referenced by"}},{"data":{"id":"edge:humanities-analytics:russian-diary-writing","source":"humanities-analytics","target":"russian-diary-writing","type":"related","reason":"A Lesson 1 case study used recurring language around diaries to investigate how writers understood the practice of diary-writing.","category":"Related to","incoming_reason":"A Lesson 1 case study used recurring language around diaries to investigate how writers understood the practice of diary-writing.","incoming_category":"Referenced by"}},{"data":{"id":"edge:humanities-analytics:french-revolution-debates","source":"humanities-analytics","target":"french-revolution-debates","type":"related","reason":"A Lesson 1 case study traced novelty, transience, and resonance across speeches from the French Revolution.","category":"Related to","incoming_reason":"A Lesson 1 case study traced novelty, transience, and resonance across speeches from the French Revolution.","incoming_category":"Referenced by"}},{"data":{"id":"edge:humanities-analytics:humanities-analytics-process","source":"humanities-analytics","target":"humanities-analytics-process","type":"related","reason":"Lesson 1 framed computational text analysis as an iterative movement from a humanities question to concepts, data, measurements, analysis, and interpretation.","category":"Related to","incoming_reason":"Lesson 1 framed computational text analysis as an iterative movement from a humanities question to concepts, data, measurements, analysis, and interpretation.","incoming_category":"Referenced by"}},{"data":{"id":"edge:jekyll:shared-brain","source":"jekyll","target":"shared-brain","type":"inspiration","reason":"The shared-brain experiment supplied the organising idea behind the Jekyll card collection.","category":"Inspiration","incoming_reason":"The shared-brain experiment supplied the organising idea behind the Jekyll card collection.","incoming_category":"Source idea"}},{"data":{"id":"edge:jekyll:connected-notes","source":"jekyll","target":"connected-notes","type":"structure","reason":"Jekyll collections give the connected notes a file-based publishing structure.","category":"Structure","incoming_reason":"Jekyll collections give the connected notes a file-based publishing structure.","incoming_category":"Applied model"}},{"data":{"id":"edge:jekyll:jekyll-build","source":"jekyll","target":"jekyll-build","type":"structure","reason":"The build card documents how these sources become checked static output.","category":"Structure","incoming_reason":"The build card documents how these sources become checked static output.","incoming_category":"Applied model"}},{"data":{"id":"edge:jekyll:cloudflare-setup","source":"jekyll","target":"cloudflare-setup","type":"structure","reason":"Cloudflare publishes the static output produced by Jekyll.","category":"Structure","incoming_reason":"Cloudflare publishes the static output produced by Jekyll.","incoming_category":"Applied model"}},{"data":{"id":"edge:jekyll:how-i-use-ai","source":"jekyll","target":"how-i-use-ai","type":"practice-in-action","reason":"AI agents work with the same visible files, metadata, and build checks.","category":"Practice in action","incoming_reason":"AI agents work with the same visible files, metadata, and build checks.","incoming_category":"Example"}},{"data":{"id":"edge:atomic-content-studio:connected-notes","source":"atomic-content-studio","target":"connected-notes","type":"structure","reason":"The studio treats the connected note as the atomic unit of authoring and review.","category":"Structure","incoming_reason":"The studio treats the connected note as the atomic unit of authoring and review.","incoming_category":"Applied model"}},{"data":{"id":"edge:atomic-content-studio:jekyll","source":"atomic-content-studio","target":"jekyll","type":"documents","reason":"This development continues the Jekyll connectome’s file-backed authoring approach.","category":"Documents","incoming_reason":"This development continues the Jekyll connectome’s file-backed authoring approach.","incoming_category":"Documented by"}},{"data":{"id":"edge:atomic-content-studio:relationship-types","source":"atomic-content-studio","target":"relationship-types","type":"structure","reason":"Explainable proposals use the site’s registered relationship types rather than inventing untracked links.","category":"Structure","incoming_reason":"Explainable proposals use the site’s registered relationship types rather than inventing untracked links.","incoming_category":"Applied model"}},{"data":{"id":"edge:atomic-content-studio:how-i-use-ai","source":"atomic-content-studio","target":"how-i-use-ai","type":"practice-in-action","reason":"Manual, reviewable AI assistance applies the working boundaries described in How I use AI.","category":"Practice in action","incoming_reason":"Manual, reviewable AI assistance applies the working boundaries described in How I use AI.","incoming_category":"Example"}},{"data":{"id":"edge:atomic-content-studio:card-categories","source":"atomic-content-studio","target":"card-categories","type":"structure","reason":"Groups organise kinds of context while cards remain focused on one reusable idea.","category":"Structure","incoming_reason":"Groups organise kinds of context while cards remain focused on one reusable idea.","incoming_category":"Applied model"}},{"data":{"id":"edge:google-cloud:google-cloud-certification","source":"google-cloud","target":"google-cloud-certification","type":"related","reason":"Professional certification earned in 2025.","category":"Related to","incoming_reason":"Professional certification earned in 2025.","incoming_category":"Referenced by"}},{"data":{"id":"edge:google-cloud:cloudflare","source":"google-cloud","target":"cloudflare","type":"related","reason":"An overlapping cloud interest alongside my current Cloudflare-first preference.","category":"Related to","incoming_reason":"An overlapping cloud interest alongside my current Cloudflare-first preference.","incoming_category":"Referenced by"}},{"data":{"id":"edge:google-cloud-certification:google-cloud","source":"google-cloud-certification","target":"google-cloud","type":"related","reason":"The certification is one part of my Google Cloud experience.","category":"Related to","incoming_reason":"The certification is one part of my Google Cloud experience.","incoming_category":"Referenced by"}},{"data":{"id":"edge:hero:instant-cafe-theatre","source":"hero","target":"instant-cafe-theatre","type":"related","reason":"An early project with Instant Cafe Theatre Company.","category":"Related to","incoming_reason":"An early project with Instant Cafe Theatre Company.","incoming_category":"Referenced by"}},{"data":{"id":"edge:hero:adl","source":"hero","target":"adl","type":"related","reason":"Part of the live multimedia theatre practice developed during the ADL era.","category":"Related to","incoming_reason":"Part of the live multimedia theatre practice developed during the ADL era.","incoming_category":"Referenced by"}},{"data":{"id":"edge:hiraku-media:software-cloud","source":"hiraku-media","target":"software-cloud","type":"related","reason":"Software R&D for streaming and peer-to-peer distribution.","category":"Related to","incoming_reason":"Software R&D for streaming and peer-to-peer distribution.","incoming_category":"Referenced by"}},{"data":{"id":"edge:how-i-use-ai:the-new-mass-media","source":"how-i-use-ai","target":"the-new-mass-media","type":"practice-in-action","reason":"My use of AI is one practical encounter with the wider shift toward AI-mediated information.","category":"Practice in action","incoming_reason":"My use of AI is one practical encounter with the wider shift toward AI-mediated information.","incoming_category":"Example"}},{"data":{"id":"edge:how-i-use-ai:ai-assisted-development","source":"how-i-use-ai","target":"ai-assisted-development","type":"example","reason":"AI-assisted development is one recurring form this collaboration takes.","category":"Example","incoming_reason":"AI-assisted development is one recurring form this collaboration takes.","incoming_category":"Example"}},{"data":{"id":"edge:how-i-use-ai:connected-notes","source":"how-i-use-ai","target":"connected-notes","type":"method-used","reason":"I organise this website as small connected notes that agents and people can inspect.","category":"Method used","incoming_reason":"I organise this website as small connected notes that agents and people can inspect.","incoming_category":"Used by"}},{"data":{"id":"edge:how-i-use-ai:mysotongkoo","source":"how-i-use-ai","target":"mysotongkoo","type":"current-inquiry","reason":"MySotongkoo extends these questions into a local-AI environment for executive learning.","category":"Current inquiry","incoming_reason":"MySotongkoo extends these questions into a local-AI environment for executive learning.","incoming_category":"Learning context"}},{"data":{"id":"edge:relationship-types:connectome","source":"relationship-types","target":"connectome","type":"structure","reason":"Relationship types give the connectome’s arrows their specific meaning.","category":"Structure","incoming_reason":"Relationship types give the connectome’s arrows their specific meaning.","incoming_category":"Applied model"}},{"data":{"id":"edge:relationship-types:card-categories","source":"relationship-types","target":"card-categories","type":"structure","reason":"Categories describe what kind of context a card provides; relationship types describe how two cards connect.","category":"Structure","incoming_reason":"Categories describe what kind of context a card provides; relationship types describe how two cards connect.","incoming_category":"Applied model"}},{"data":{"id":"edge:relationship-types:connected-notes","source":"relationship-types","target":"connected-notes","type":"structure","reason":"Typed, explained links turn separate connected notes into a navigable body of knowledge.","category":"Structure","incoming_reason":"Typed, explained links turn separate connected notes into a navigable body of knowledge.","incoming_category":"Applied model"}},{"data":{"id":"edge:card-categories:connectome","source":"card-categories","target":"connectome","type":"structure","reason":"Categories provide one way to read the cards within the larger connectome.","category":"Structure","incoming_reason":"Categories provide one way to read the cards within the larger connectome.","incoming_category":"Applied model"}},{"data":{"id":"edge:card-categories:connected-notes","source":"card-categories","target":"connected-notes","type":"structure","reason":"Each connected note belongs to one category that describes the context it provides.","category":"Structure","incoming_reason":"Each connected note belongs to one category that describes the context it provides.","incoming_category":"Applied model"}},{"data":{"id":"edge:card-categories:relationship-types","source":"card-categories","target":"relationship-types","type":"structure","reason":"Categories describe cards; relationship types describe the meaningful connections between them.","category":"Structure","incoming_reason":"Categories describe cards; relationship types describe the meaningful connections between them.","incoming_category":"Applied model"}},{"data":{"id":"edge:immersive-multimedia:adl","source":"immersive-multimedia","target":"adl","type":"related","reason":"The system documents a technical strand of my ADL theatre work.","category":"Related to","incoming_reason":"The system documents a technical strand of my ADL theatre work.","incoming_category":"Referenced by"}},{"data":{"id":"edge:immersive-multimedia:instant-cafe-theatre","source":"immersive-multimedia","target":"instant-cafe-theatre","type":"related","reason":"Air Con was a theatre production by Instant Cafe Theatre Company.","category":"Related to","incoming_reason":"Air Con was a theatre production by Instant Cafe Theatre Company.","incoming_category":"Referenced by"}},{"data":{"id":"edge:immersive-multimedia:processing","source":"immersive-multimedia","target":"processing","type":"related","reason":"The prototype used Processing and Most Pixels Ever.","category":"Related to","incoming_reason":"The prototype used Processing and Most Pixels Ever.","incoming_category":"Referenced by"}},{"data":{"id":"edge:immersive-multimedia:java","source":"immersive-multimedia","target":"java","type":"related","reason":"Java provided the networked software layer described in the draft.","category":"Related to","incoming_reason":"Java provided the networked software layer described in the draft.","incoming_category":"Referenced by"}},{"data":{"id":"edge:indesign:media-lab","source":"indesign","target":"media-lab","type":"related","reason":"Websites and interactive multimedia were part of this practice.","category":"Related to","incoming_reason":"Websites and interactive multimedia were part of this practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:instant-cafe-theatre:adl","source":"instant-cafe-theatre","target":"adl","type":"related","reason":"A related thread in technology for live performance.","category":"Related to","incoming_reason":"A related thread in technology for live performance.","incoming_category":"Referenced by"}},{"data":{"id":"edge:instant-cafe-theatre:hero","source":"instant-cafe-theatre","target":"hero","type":"related","reason":"An early theatre project with multimedia work.","category":"Related to","incoming_reason":"An early theatre project with multimedia work.","incoming_category":"Referenced by"}},{"data":{"id":"edge:instant-cafe-theatre:instant-cafe-kurang-manis","source":"instant-cafe-theatre","target":"instant-cafe-kurang-manis","type":"related","reason":"An early theatre project from 2007.","category":"Related to","incoming_reason":"An early theatre project from 2007.","incoming_category":"Referenced by"}},{"data":{"id":"edge:instant-cafe-theatre:air-con","source":"instant-cafe-theatre","target":"air-con","type":"related","reason":"The five-projector theatre system was developed for this production.","category":"Related to","incoming_reason":"The five-projector theatre system was developed for this production.","incoming_category":"Referenced by"}},{"data":{"id":"edge:instant-cafe-kurang-manis:instant-cafe-theatre","source":"instant-cafe-kurang-manis","target":"instant-cafe-theatre","type":"related","reason":"A 2007 project with Instant Cafe Theatre Company.","category":"Related to","incoming_reason":"A 2007 project with Instant Cafe Theatre Company.","incoming_category":"Referenced by"}},{"data":{"id":"edge:instant-cafe-kurang-manis:adl","source":"instant-cafe-kurang-manis","target":"adl","type":"related","reason":"Part of the live multimedia theatre practice developed during the ADL era.","category":"Related to","incoming_reason":"Part of the live multimedia theatre practice developed during the ADL era.","incoming_category":"Referenced by"}},{"data":{"id":"edge:ditto:media-lab","source":"ditto","target":"media-lab","type":"related","reason":"A research collaboration connecting technology with human needs.","category":"Related to","incoming_reason":"A research collaboration connecting technology with human needs.","incoming_category":"Referenced by"}},{"data":{"id":"edge:java:adl","source":"java","target":"adl","type":"related","reason":"Java was part of the software layer for live theatre systems.","category":"Related to","incoming_reason":"Java was part of the software layer for live theatre systems.","incoming_category":"Referenced by"}},{"data":{"id":"edge:java:immersive-multimedia","source":"java","target":"immersive-multimedia","type":"related","reason":"The multi-projector draft describes a Java-based implementation path.","category":"Related to","incoming_reason":"The multi-projector draft describes a Java-based implementation path.","incoming_category":"Referenced by"}},{"data":{"id":"edge:shared-brain:connected-notes","source":"shared-brain","target":"connected-notes","type":"developed-into","reason":"The organising idea behind this collection of linked cards.","category":"Developed into","incoming_reason":"The organising idea behind this collection of linked cards.","incoming_category":"Developed from"}},{"data":{"id":"edge:shared-brain:ai-assisted-development","source":"shared-brain","target":"ai-assisted-development","type":"related","reason":"A related exploration of thinking and making with AI.","category":"Related to","incoming_reason":"A related exploration of thinking and making with AI.","incoming_category":"Referenced by"}},{"data":{"id":"edge:shared-brain:connectome","source":"shared-brain","target":"connectome","type":"developed-into","reason":"Explores the concept of a networked knowledge base or shared brain.","category":"Developed into","incoming_reason":"Explores the concept of a networked knowledge base or shared brain.","incoming_category":"Developed from"}},{"data":{"id":"edge:shared-brain:mysotongkoo","source":"shared-brain","target":"mysotongkoo","type":"developed-into","reason":"Develops the shared-brain idea into a local AI assistant for working with information and learning.","category":"Developed into","incoming_reason":"Develops the shared-brain idea into a local AI assistant for working with information and learning.","incoming_category":"Developed from"}},{"data":{"id":"edge:mcdonalds-mobile:leo-burnett","source":"mcdonalds-mobile","target":"leo-burnett","type":"employer-context","reason":"I built this campaign while working at Leo Burnett.","category":"Employer context","incoming_reason":"The McDonald’s mobile campaign is an example of my work at Leo Burnett.","incoming_category":"Campaign delivered"}},{"data":{"id":"edge:mcdonalds-mobile:pubnub","source":"mcdonalds-mobile","target":"pubnub","type":"technology-used","reason":"The campaign used PubNub for real-time publish-subscribe communication.","category":"Technology used","incoming_reason":"The McDonald’s campaign put PubNub’s real-time messaging into practice.","incoming_category":"Used by"}},{"data":{"id":"edge:mcdonalds-mobile:software-cloud","source":"mcdonalds-mobile","target":"software-cloud","type":"related","reason":"Real-time publish-subscribe communication connects this campaign account to software practice.","category":"Related to","incoming_reason":"Real-time publish-subscribe communication connects this campaign account to software practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:media-lab:media-lab-arts","source":"media-lab","target":"media-lab-arts","type":"related","reason":"The degree behind this strand of my practice.","category":"Related to","incoming_reason":"The degree behind this strand of my practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:media-lab:adl","source":"media-lab","target":"adl","type":"related","reason":"Art and technology meet in live performance software.","category":"Related to","incoming_reason":"Art and technology meet in live performance software.","incoming_category":"Referenced by"}},{"data":{"id":"edge:media-lab:rapid-prototyping","source":"media-lab","target":"rapid-prototyping","type":"related","reason":"Making ideas tangible is part of how I work.","category":"Related to","incoming_reason":"Making ideas tangible is part of how I work.","incoming_category":"Referenced by"}},{"data":{"id":"edge:cloudflare-setup:cloudflare","source":"cloudflare-setup","target":"cloudflare","type":"practice-in-action","reason":"This website is one practical setting for my Cloudflare-first exploration.","category":"Practice in action","incoming_reason":"This website is one practical setting for my Cloudflare-first exploration.","incoming_category":"Example"}},{"data":{"id":"edge:cloudflare-setup:cloudflare-domains","source":"cloudflare-setup","target":"cloudflare-domains","type":"structure","reason":"Domain registration and DNS form one part of the setup.","category":"Structure","incoming_reason":"Domain registration and DNS form one part of the setup.","incoming_category":"Applied model"}},{"data":{"id":"edge:cloudflare-setup:cloudflare-workers-hosting","source":"cloudflare-setup","target":"cloudflare-workers-hosting","type":"structure","reason":"A Worker serving static assets forms the publishing side of the setup.","category":"Structure","incoming_reason":"A Worker serving static assets forms the publishing side of the setup.","incoming_category":"Applied model"}},{"data":{"id":"edge:cloudflare-setup:jekyll","source":"cloudflare-setup","target":"jekyll","type":"technology-used","reason":"Jekyll turns the card and page sources into the static files Cloudflare serves.","category":"Technology used","incoming_reason":"Jekyll turns the card and page sources into the static files Cloudflare serves.","incoming_category":"Used by"}},{"data":{"id":"edge:cloudflare-workers-hosting:cloudflare-setup","source":"cloudflare-workers-hosting","target":"cloudflare-setup","type":"structure","reason":"Worker-hosted static assets provide the publishing side of the wider Cloudflare setup.","category":"Structure","incoming_reason":"Worker-hosted static assets provide the publishing side of the wider Cloudflare setup.","incoming_category":"Applied model"}},{"data":{"id":"edge:cloudflare-workers-hosting:jekyll-build","source":"cloudflare-workers-hosting","target":"jekyll-build","type":"structure","reason":"The Jekyll build produces and checks the static files that the Worker serves.","category":"Structure","incoming_reason":"The Jekyll build produces and checks the static files that the Worker serves.","incoming_category":"Applied model"}},{"data":{"id":"edge:cloudflare-workers-hosting:cloudflare-domains","source":"cloudflare-workers-hosting","target":"cloudflare-domains","type":"structure","reason":"The custom domain gives the generated site its public address.","category":"Structure","incoming_reason":"The custom domain gives the generated site its public address.","incoming_category":"Applied model"}},{"data":{"id":"edge:mysotongkoo:python","source":"mysotongkoo","target":"python","type":"related","reason":"One of the tools I’m using to explore the solution.","category":"Related to","incoming_reason":"One of the tools I’m using to explore the solution.","incoming_category":"Referenced by"}},{"data":{"id":"edge:mysotongkoo:textual","source":"mysotongkoo","target":"textual","type":"related","reason":"An interface direction I’m exploring.","category":"Related to","incoming_reason":"An interface direction I’m exploring.","incoming_category":"Referenced by"}},{"data":{"id":"edge:mysotongkoo:ai-assisted-development","source":"mysotongkoo","target":"ai-assisted-development","type":"related","reason":"Part of how I’m developing and testing ideas.","category":"Related to","incoming_reason":"Part of how I’m developing and testing ideas.","incoming_category":"Referenced by"}},{"data":{"id":"edge:mysotongkoo:change-learning","source":"mysotongkoo","target":"change-learning","type":"related","reason":"Executive training connects this project with my learning practice.","category":"Related to","incoming_reason":"Executive training connects this project with my learning practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:next-stock-market-game:pubnub","source":"next-stock-market-game","target":"pubnub","type":"related","reason":"This was the first project I used PubNub for, delivering real-time updates.","category":"Related to","incoming_reason":"This was the first project I used PubNub for, delivering real-time updates.","incoming_category":"Referenced by"}},{"data":{"id":"edge:onepoint:technology-leadership","source":"onepoint","target":"technology-leadership","type":"related","reason":"Cross-disciplinary work and supporting regional teams.","category":"Related to","incoming_reason":"Cross-disciplinary work and supporting regional teams.","incoming_category":"Referenced by"}},{"data":{"id":"edge:onepoint:shared-brain","source":"onepoint","target":"shared-brain","type":"related","reason":"Published with Onepoint during this period.","category":"Related to","incoming_reason":"Published with Onepoint during this period.","incoming_category":"Referenced by"}},{"data":{"id":"edge:organisations-systems:antara-methods","source":"organisations-systems","target":"antara-methods","type":"related","reason":"Organisational systems and technology consulting are part of this role.","category":"Related to","incoming_reason":"Organisational systems and technology consulting are part of this role.","incoming_category":"Referenced by"}},{"data":{"id":"edge:processing:media-lab","source":"processing","target":"media-lab","type":"related","reason":"Processing carries the computational-media thread of my media lab practice.","category":"Related to","incoming_reason":"Processing carries the computational-media thread of my media lab practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:processing:immersive-multimedia","source":"processing","target":"immersive-multimedia","type":"related","reason":"The language powered the documented multi-projector prototype.","category":"Related to","incoming_reason":"The language powered the documented multi-projector prototype.","incoming_category":"Referenced by"}},{"data":{"id":"edge:processing:adl","source":"processing","target":"adl","type":"related","reason":"Creative coding became practical through live theatre systems.","category":"Related to","incoming_reason":"Creative coding became practical through live theatre systems.","incoming_category":"Referenced by"}},{"data":{"id":"edge:pubnub:mcdonalds-mobile","source":"pubnub","target":"mcdonalds-mobile","type":"related","reason":"I leveraged PubNub's technology to deliver real-time features for the McDonald’s mobile campaign.","category":"Related to","incoming_reason":"I leveraged PubNub's technology to deliver real-time features for the McDonald’s mobile campaign.","incoming_category":"Referenced by"}},{"data":{"id":"edge:pubnub:software-cloud","source":"pubnub","target":"software-cloud","type":"related","reason":"Real-time messaging was part of my broader software and cloud practice.","category":"Related to","incoming_reason":"Real-time messaging was part of my broader software and cloud practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:pubnub:save-the-turtles","source":"pubnub","target":"save-the-turtles","type":"related","reason":"Leveraged PubNub for real-time interactive elements in the TCS Be A Hero project.","category":"Related to","incoming_reason":"Leveraged PubNub for real-time interactive elements in the TCS Be A Hero project.","incoming_category":"Referenced by"}},{"data":{"id":"edge:pubnub:next-stock-market-game","source":"pubnub","target":"next-stock-market-game","type":"related","reason":"Used PubNub's publish-subscribe network for live stock market simulation and updates.","category":"Related to","incoming_reason":"Used PubNub's publish-subscribe network for live stock market simulation and updates.","incoming_category":"Referenced by"}},{"data":{"id":"edge:python:textual","source":"python","target":"textual","type":"related","reason":"I’m exploring Textual apps in Python.","category":"Related to","incoming_reason":"I’m exploring Textual apps in Python.","incoming_category":"Referenced by"}},{"data":{"id":"edge:python:mysotongkoo","source":"python","target":"mysotongkoo","type":"related","reason":"The current local-AI project where I’m exploring these tools.","category":"Related to","incoming_reason":"The current local-AI project where I’m exploring these tools.","incoming_category":"Referenced by"}},{"data":{"id":"edge:rapid-prototyping:adl","source":"rapid-prototyping","target":"adl","type":"related","reason":"Live-performance software made creative and technical ideas tangible under real conditions.","category":"Related to","incoming_reason":"Live-performance software made creative and technical ideas tangible under real conditions.","incoming_category":"Referenced by"}},{"data":{"id":"edge:rapid-prototyping:leo-burnett","source":"rapid-prototyping","target":"leo-burnett","type":"related","reason":"Interactive campaign work connected creative ideas with technical production.","category":"Related to","incoming_reason":"Interactive campaign work connected creative ideas with technical production.","incoming_category":"Referenced by"}},{"data":{"id":"edge:rapid-prototyping:salescandy","source":"rapid-prototyping","target":"salescandy","type":"related","reason":"Product development turned customer and operational needs into a sustained application.","category":"Related to","incoming_reason":"Product development turned customer and operational needs into a sustained application.","incoming_category":"Referenced by"}},{"data":{"id":"edge:salescandy:aws","source":"salescandy","target":"aws","type":"technology-used","reason":"AWS underpinned the cloud-native SaaS work described in my résumé.","category":"Technology used","incoming_reason":"AWS underpinned the cloud-native SaaS work described in my résumé.","incoming_category":"Used by"}},{"data":{"id":"edge:salescandy:google-cloud","source":"salescandy","target":"google-cloud","type":"technology-used","reason":"I also worked with Google Cloud during my SalesCandy years.","category":"Technology used","incoming_reason":"I also worked with Google Cloud during my SalesCandy years.","incoming_category":"Used by"}},{"data":{"id":"edge:salescandy:aws-serverless","source":"salescandy","target":"aws-serverless","type":"related","reason":"My talk about the technology used at SalesCandy.","category":"Related to","incoming_reason":"My talk about the technology used at SalesCandy.","incoming_category":"Referenced by"}},{"data":{"id":"edge:salescandy:ambank-bizrace","source":"salescandy","target":"ambank-bizrace","type":"related","reason":"SalesCandy received this award in 2018.","category":"Related to","incoming_reason":"SalesCandy received this award in 2018.","incoming_category":"Referenced by"}},{"data":{"id":"edge:salescandy:domain-driven-design","source":"salescandy","target":"domain-driven-design","type":"method-used","reason":"DDD guided the architecture of the SalesCandy core system.","category":"Method used","incoming_reason":"DDD guided the architecture of the SalesCandy core system.","incoming_category":"Used by"}},{"data":{"id":"edge:salescandy:event-driven-architecture","source":"salescandy","target":"event-driven-architecture","type":"method-used","reason":"Event-driven patterns connected SalesCandy's distributed components.","category":"Method used","incoming_reason":"Event-driven patterns connected SalesCandy's distributed components.","incoming_category":"Used by"}},{"data":{"id":"edge:salescandy:customer-success-engineering","source":"salescandy","target":"customer-success-engineering","type":"related","reason":"I trained Customer Success to operate as first-level technical support using our observability stack.","category":"Related to","incoming_reason":"I trained Customer Success to operate as first-level technical support using our observability stack.","incoming_category":"Referenced by"}},{"data":{"id":"edge:jandi-salescandy:salescandy","source":"jandi-salescandy","target":"salescandy","type":"documents","reason":"I wrote this customer story from my experience leading technology at SalesCandy.","category":"Documents","incoming_reason":"I wrote this customer story from my experience leading technology at SalesCandy.","incoming_category":"Documented by"}},{"data":{"id":"edge:jandi-salescandy:ways-of-working","source":"jandi-salescandy","target":"ways-of-working","type":"practice-in-action","reason":"The story describes communication practices and shared working surfaces used by a distributed product team.","category":"Practice in action","incoming_reason":"The story describes communication practices and shared working surfaces used by a distributed product team.","incoming_category":"Example"}},{"data":{"id":"edge:jandi-salescandy:technology-leadership","source":"jandi-salescandy","target":"technology-leadership","type":"example","reason":"Moving the team’s communication and operational knowledge into a shared environment was part of my technology leadership role.","category":"Example","incoming_reason":"Moving the team’s communication and operational knowledge into a shared environment was part of my technology leadership role.","incoming_category":"Example"}},{"data":{"id":"edge:shu-ha-ri:change-learning","source":"shu-ha-ri","target":"change-learning","type":"related","reason":"Learning and development are central themes of this article.","category":"Related to","incoming_reason":"Learning and development are central themes of this article.","incoming_category":"Referenced by"}},{"data":{"id":"edge:software-cloud:aws","source":"software-cloud","target":"aws","type":"related","reason":"Cloud experience connected to SalesCandy.","category":"Related to","incoming_reason":"Cloud experience connected to SalesCandy.","incoming_category":"Referenced by"}},{"data":{"id":"edge:software-cloud:azure","source":"software-cloud","target":"azure","type":"related","reason":"A platform I worked with in 2023–2025.","category":"Related to","incoming_reason":"A platform I worked with in 2023–2025.","incoming_category":"Referenced by"}},{"data":{"id":"edge:software-cloud:google-cloud","source":"software-cloud","target":"google-cloud","type":"related","reason":"Experience, certification, and current integration experiments.","category":"Related to","incoming_reason":"Experience, certification, and current integration experiments.","incoming_category":"Referenced by"}},{"data":{"id":"edge:software-cloud:python","source":"software-cloud","target":"python","type":"related","reason":"A tool in my current prototyping practice.","category":"Related to","incoming_reason":"A tool in my current prototyping practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:save-the-turtles:pubnub","source":"save-the-turtles","target":"pubnub","type":"related","reason":"Used PubNub for real-time interactive elements in the TCS Be A Hero project.","category":"Related to","incoming_reason":"Used PubNub for real-time interactive elements in the TCS Be A Hero project.","incoming_category":"Referenced by"}},{"data":{"id":"edge:technology-leadership:ways-of-working","source":"technology-leadership","target":"ways-of-working","type":"related","reason":"My leadership roles included helping teams introduce and adapt new working practices.","category":"Related to","incoming_reason":"My leadership roles included helping teams introduce and adapt new working practices.","incoming_category":"Referenced by"}},{"data":{"id":"edge:technology-leadership:salescandy","source":"technology-leadership","target":"salescandy","type":"related","reason":"Product and engineering leadership in a SaaS organisation.","category":"Related to","incoming_reason":"Product and engineering leadership in a SaaS organisation.","incoming_category":"Referenced by"}},{"data":{"id":"edge:technology-leadership:onepoint","source":"technology-leadership","target":"onepoint","type":"related","reason":"Leadership across disciplines and regional delivery.","category":"Related to","incoming_reason":"Leadership across disciplines and regional delivery.","incoming_category":"Referenced by"}},{"data":{"id":"edge:technology-leadership:leo-burnett","source":"technology-leadership","target":"leo-burnett","type":"related","reason":"Directing multidisciplinary teams connecting creative intent and technical delivery.","category":"Related to","incoming_reason":"Directing multidisciplinary teams connecting creative intent and technical delivery.","incoming_category":"Referenced by"}},{"data":{"id":"edge:textual:mysotongkoo","source":"textual","target":"mysotongkoo","type":"related","reason":"The executive training project that gives this exploration a context.","category":"Related to","incoming_reason":"The executive training project that gives this exploration a context.","incoming_category":"Referenced by"}},{"data":{"id":"edge:tf-idf:connected-notes","source":"tf-idf","target":"connected-notes","type":"related","reason":"TF-IDF compares the language across connected notes to surface possible relationships for review.","category":"Related to","incoming_reason":"TF-IDF compares the language across connected notes to surface possible relationships for review.","incoming_category":"Referenced by"}},{"data":{"id":"edge:tf-idf:connectome","source":"tf-idf","target":"connectome","type":"related","reason":"Lexical similarity is combined with existing graph neighbourhoods when finding candidates for the connectome.","category":"Related to","incoming_reason":"Lexical similarity is combined with existing graph neighbourhoods when finding candidates for the connectome.","incoming_category":"Referenced by"}},{"data":{"id":"edge:tf-idf:ai-assisted-development","source":"tf-idf","target":"ai-assisted-development","type":"related","reason":"The content studio separates deterministic candidate discovery from optional OpenAI or Ollama inference.","category":"Related to","incoming_reason":"The content studio separates deterministic candidate discovery from optional OpenAI or Ollama inference.","incoming_category":"Referenced by"}},{"data":{"id":"edge:connectome:organisations-systems","source":"connectome","target":"organisations-systems","type":"practice-in-action","reason":"The connectome makes a complex practice visible as a navigable system of relationships.","category":"Practice in action","incoming_reason":"The connectome is one example of making complexity visible.","incoming_category":"Example"}},{"data":{"id":"edge:connectome:connected-notes","source":"connectome","target":"connected-notes","type":"structure","reason":"The connectome extends the practice of keeping small, linked notes.","category":"Structure","incoming_reason":"This card gives the connected-notes idea a visual and navigable form.","incoming_category":"Applied model"}},{"data":{"id":"edge:connectome:card-categories","source":"connectome","target":"card-categories","type":"structure","reason":"The category guide explains what kind of context each node contributes to the connectome.","category":"Structure","incoming_reason":"The category guide explains what kind of context each node contributes to the connectome.","incoming_category":"Applied model"}},{"data":{"id":"edge:connectome:relationship-types","source":"connectome","target":"relationship-types","type":"structure","reason":"The relationship guide explains how the connectome’s directed edges carry meaning.","category":"Structure","incoming_reason":"The relationship guide explains how the connectome’s directed edges carry meaning.","incoming_category":"Applied model"}},{"data":{"id":"edge:connectome:shared-brain","source":"connectome","target":"shared-brain","type":"inspiration","reason":"The connectome follows the shared-brain approach to organising a practice.","category":"Inspiration","incoming_reason":"The shared-brain work provides the organising idea behind this network.","incoming_category":"Source idea"}},{"data":{"id":"edge:the-new-mass-media:ai-assisted-development","source":"the-new-mass-media","target":"ai-assisted-development","type":"practice","reason":"AI-assisted making is one practical way I encounter the systems shaping contemporary information.","category":"Practice","incoming_reason":"This note places AI-assisted development within a wider shift in how information is made and mediated.","incoming_category":"Wider context"}},{"data":{"id":"edge:the-new-mass-media:shared-brain","source":"the-new-mass-media","target":"shared-brain","type":"example","reason":"The shared-brain experiment explores how generative AI reorganises, retrieves, and re-expresses knowledge.","category":"Example","incoming_reason":"The experiment is an example of working critically within AI-mediated information.","incoming_category":"Example"}},{"data":{"id":"edge:the-new-mass-media:connectome","source":"the-new-mass-media","target":"connectome","type":"response","reason":"The connectome makes authorship, context, and relationships inspectable for people and AI agents.","category":"Response","incoming_reason":"The connectome is one response to an information environment increasingly read and mediated by AI.","incoming_category":"Context"}},{"data":{"id":"edge:poetry-underground:media-lab","source":"poetry-underground","target":"media-lab","type":"related","reason":"My theatre collaborations are part of my wider arts practice.","category":"Related to","incoming_reason":"My theatre collaborations are part of my wider arts practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:tribal-ddb:technology-leadership","source":"tribal-ddb","target":"technology-leadership","type":"related","reason":"Technical direction and team leadership for digital properties.","category":"Related to","incoming_reason":"Technical direction and team leadership for digital properties.","incoming_category":"Referenced by"}},{"data":{"id":"edge:unggun:software-cloud","source":"unggun","target":"software-cloud","type":"related","reason":"An early social networking platform for corporations.","category":"Related to","incoming_reason":"An early social networking platform for corporations.","incoming_category":"Referenced by"}},{"data":{"id":"edge:ways-of-working:antara-methods","source":"ways-of-working","target":"antara-methods","type":"related","reason":"One collaboration where this practice meets integral organisational consulting.","category":"Related to","incoming_reason":"One collaboration where this practice meets integral organisational consulting.","incoming_category":"Referenced by"}},{"data":{"id":"edge:ways-of-working:salescandy","source":"ways-of-working","target":"salescandy","type":"related","reason":"Technology leadership included introducing shared practices for a distributed product team.","category":"Related to","incoming_reason":"Technology leadership included introducing shared practices for a distributed product team.","incoming_category":"Referenced by"}},{"data":{"id":"edge:ways-of-working:onepoint","source":"ways-of-working","target":"onepoint","type":"related","reason":"Supporting consultants and cross-disciplinary delivery contributed to this practice.","category":"Related to","incoming_reason":"Supporting consultants and cross-disciplinary delivery contributed to this practice.","incoming_category":"Referenced by"}},{"data":{"id":"edge:ways-of-working:leo-burnett","source":"ways-of-working","target":"leo-burnett","type":"related","reason":"Leading multidisciplinary creative technology work required adaptive team practices.","category":"Related to","incoming_reason":"Leading multidisciplinary creative technology work required adaptive team practices.","incoming_category":"Referenced by"}},{"data":{"id":"edge:ways-of-working:shu-ha-ri","source":"ways-of-working","target":"shu-ha-ri","type":"related","reason":"A learning model for practising a form, adapting it, and eventually acting from principles.","category":"Related to","incoming_reason":"A learning model for practising a form, adapting it, and eventually acting from principles.","incoming_category":"Referenced by"}},{"data":{"id":"edge:ways-of-working:change-learning","source":"ways-of-working","target":"change-learning","type":"related","reason":"Experiments and reflection help teams build capability rather than depend on a fixed method.","category":"Related to","incoming_reason":"Experiments and reflection help teams build capability rather than depend on a fixed method.","incoming_category":"Referenced by"}},{"data":{"id":"edge:publicis90:rapid-prototyping","source":"publicis90","target":"rapid-prototyping","type":"related","reason":"A thematic connection between a startup highlight and making ideas tangible.","category":"Related to","incoming_reason":"A thematic connection between a startup highlight and making ideas tangible.","incoming_category":"Referenced by"}}]}
AI-assisted development
Select a node or arrow to explore the connection.
Connected cards
Follow links in either direction, or find cards that mention this one.
Show
Connected notes
Open cardLink outRelated to
Explicit connections can help organise the thinking around a prototype.
Definitive resources
Open cardLink inReferenced by
These are the primary references I use while building with AI assistance.
How I use AI
Open cardLink inExample
AI-assisted development is one recurring form this collaboration takes.
Making a shared brain with my GenAI buddy
Open cardLink inReferenced by
A related exploration of thinking and making with AI.
MySotongkoo: an AI infobutler
Link outRelated to
A practical setting for exploring the development process.
Open cardLink inReferenced by
Part of how I’m developing and testing ideas.
TF-IDF link discovery
Open cardLink inReferenced by
The content studio separates deterministic candidate discovery from optional OpenAI or Ollama inference.
The new mass media
Open cardLink inWider context
This note places AI-assisted development within a wider shift in how information is made and mediated.