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WINNIIO
Field notes

What we've been up to.

A weekly, high-level log of the work — anonymized to themes, never clients. 72 weeks and counting.

2026
Health & Longevity · Autonomous AI · Data & Ontology

Attention this week concentrated on health and longevity, autonomous AI and data and ontology. The recurring problem: biological data is abundant, but explainable, personalised act…

Digital Twins · Strategy & Fundraising · AI Agents

Most conversations this week circled digital twins, strategy and commercialisation and AI agents. The recurring problem: rich physical assets exist, but the models describing them …

Digital Twins · Health & Longevity · AI Agents

Most conversations this week circled digital twins, health and longevity and AI agents. The recurring problem: rich physical assets exist, but the models describing them are static…

Digital Twins · Reality Capture · Health & Longevity

This week's work clustered around digital twins, reality capture and health and longevity. The recurring problem: rich physical assets exist, but the models describing them are sta…

Digital Twins · Strategy & Fundraising · Data & Ontology

Most conversations this week circled digital twins, strategy and commercialisation and data and ontology. The recurring problem: rich physical assets exist, but the models describi…

Strategy & Fundraising · Digital Twins · Health & Longevity

Most conversations this week circled strategy and commercialisation, digital twins and health and longevity. The recurring problem: the vision is clear while the route to durable r…

Smart Buildings · Power Grid · Digital Twins

The through-line this week was smart buildings and infrastructure, power-grid resilience and digital twins. The recurring problem: the built environment is data-rich and decision-p…

Reality Capture · Digital Twins · Health & Longevity

Attention this week concentrated on reality capture, digital twins and health and longevity. The recurring problem: organisations capture vast spatial data yet struggle to turn it …

AI Agents · Health & Longevity · Autonomous AI

Field notes from the week point squarely at AI agents, health and longevity and autonomous AI. The recurring problem: teams want agents that act, but grounding and reliability rema…

Data & Ontology · AI Agents · Spatial Computing

Field notes from the week point squarely at data and ontology, AI agents and spatial computing. The recurring problem: data multiplies while shared meaning across systems does not.…

AI Agents · Power Grid · Autonomous AI

The through-line this week was AI agents, power-grid resilience and autonomous AI. The recurring problem: teams want agents that act, but grounding and reliability remain the hard …

AI Agents · Digital Twins · Autonomous AI

The recurring theme across the week was AI agents, digital twins and autonomous AI. The recurring problem: teams want agents that act, but grounding and reliability remain the hard…

AI Agents · Digital Twins · Standards & Interoperability

Field notes from the week point squarely at AI agents, digital twins and standards and interoperability. The recurring problem: teams want agents that act, but grounding and reliab…

Digital Twins · AI Agents · Health & Longevity

The through-line this week was digital twins, AI agents and health and longevity. The recurring problem: rich physical assets exist, but the models describing them are static and d…

Digital Twins · Health & Longevity · AI Agents

Attention this week concentrated on digital twins, health and longevity and AI agents. The recurring problem: rich physical assets exist, but the models describing them are static …

AI Agents · Health & Longevity · Digital Twins

Attention this week concentrated on AI agents, health and longevity and digital twins. The recurring problem: teams want agents that act, but grounding and reliability remain the h…

Health & Longevity · Digital Twins · AI Agents

The week's centre of gravity was health and longevity, digital twins and AI agents. The recurring problem: biological data is abundant, but explainable, personalised action is scar…

Smart Buildings · Digital Twins · Strategy & Fundraising

Field notes from the week point squarely at smart buildings and infrastructure, digital twins and strategy and commercialisation. The recurring problem: the built environment is da…

Health & Longevity · Strategy & Fundraising · Digital Twins

Most conversations this week circled health and longevity, strategy and commercialisation and digital twins. The recurring problem: biological data is abundant, but explainable, pe…

2025
Strategy & Fundraising · Digital Twins · AI Agents

This week's work clustered around strategy and commercialisation, digital twins and AI agents. The recurring problem: the vision is clear while the route to durable revenue needs s…

Digital Twins · Health & Longevity · Data & Ontology

The week's centre of gravity was digital twins, health and longevity and data and ontology. The recurring problem: rich physical assets exist, but the models describing them are st…

Digital Twins · Health & Longevity · Smart Buildings

Attention this week concentrated on digital twins, health and longevity and smart buildings and infrastructure. The recurring problem: rich physical assets exist, but the models de…

Digital Twins · Strategy & Fundraising · Smart Buildings

This week we spent our time on digital twins, strategy and commercialisation and smart buildings and infrastructure. The recurring problem: rich physical assets exist, but the mode…

Health & Longevity · Digital Twins · Spatial Computing

The recurring theme across the week was health and longevity, digital twins and spatial computing. The recurring problem: biological data is abundant, but explainable, personalised…

Digital Twins · Autonomous AI · Health & Longevity

Most conversations this week circled digital twins, autonomous AI and health and longevity. The recurring problem: rich physical assets exist, but the models describing them are st…

Health & Longevity · Digital Twins · Strategy & Fundraising

The week's centre of gravity was health and longevity, digital twins and strategy and commercialisation. The recurring problem: biological data is abundant, but explainable, person…

Health & Longevity · Digital Twins · Smart Buildings

The through-line this week was health and longevity, digital twins and smart buildings and infrastructure. The recurring problem: biological data is abundant, but explainable, pers…

Autonomous AI · Strategy & Fundraising · Smart Buildings

This week we spent our time on autonomous AI, strategy and commercialisation and smart buildings and infrastructure. The recurring problem: promising models sit in notebooks while …

Digital Twins · Smart Buildings · Strategy & Fundraising

Field notes from the week point squarely at digital twins, smart buildings and infrastructure and strategy and commercialisation. The recurring problem: rich physical assets exist,…

Digital Twins · Data & Ontology · Smart Buildings

This week's work clustered around digital twins, data and ontology and smart buildings and infrastructure. The recurring problem: rich physical assets exist, but the models describ…

Digital Twins · Smart Buildings · Strategy & Fundraising

The through-line this week was digital twins, smart buildings and infrastructure and strategy and commercialisation. The recurring problem: rich physical assets exist, but the mode…

Digital Twins · Spatial Computing · Strategy & Fundraising

This week's work clustered around digital twins, spatial computing and strategy and commercialisation. The recurring problem: rich physical assets exist, but the models describing …

Digital Twins · Health & Longevity · Strategy & Fundraising

This week we spent our time on digital twins, health and longevity and strategy and commercialisation. The recurring problem: rich physical assets exist, but the models describing …

Digital Twins · AI Agents · Strategy & Fundraising

Attention this week concentrated on digital twins, AI agents and strategy and commercialisation. The recurring problem: rich physical assets exist, but the models describing them a…

Digital Twins · Data & Ontology · Autonomous AI

This week's work clustered around digital twins, data and ontology and autonomous AI. The recurring problem: rich physical assets exist, but the models describing them are static a…

AI Agents · Reality Capture · Digital Twins

This week we spent our time on AI agents, reality capture and digital twins. The recurring problem: teams want agents that act, but grounding and reliability remain the hard part. …

Health & Longevity · Data & Ontology · Digital Twins

The recurring theme across the week was health and longevity, data and ontology and digital twins. The recurring problem: biological data is abundant, but explainable, personalised…

Digital Twins · Autonomous AI · AI Agents

The through-line this week was digital twins, autonomous AI and AI agents. The recurring problem: rich physical assets exist, but the models describing them are static and drift ou…

AI Agents · Digital Twins · Strategy & Fundraising

The through-line this week was AI agents, digital twins and strategy and commercialisation. The recurring problem: teams want agents that act, but grounding and reliability remain …

Health & Longevity · Standards & Interoperability · Edge & Local-first

This week we spent our time on health and longevity, standards and interoperability and edge and local-first architecture. The recurring problem: biological data is abundant, but e…

Edge & Local-first · Open RAN / Telecom · Digital Twins

Most conversations this week circled edge and local-first architecture, Open RAN and telecom and digital twins. The recurring problem: data sovereignty is demanded but rarely archi…

Digital Twins · Health & Longevity · Autonomous AI

The recurring theme across the week was digital twins, health and longevity and autonomous AI. The recurring problem: rich physical assets exist, but the models describing them are…

Digital Twins · AI Agents · Standards & Interoperability

This week's work clustered around digital twins, AI agents and standards and interoperability. The recurring problem: rich physical assets exist, but the models describing them are…

Digital Twins · Reality Capture · Smart Buildings

Most conversations this week circled digital twins, reality capture and smart buildings and infrastructure. The recurring problem: rich physical assets exist, but the models descri…

Edge & Local-first · Digital Twins · AI Agents

This week's work clustered around edge and local-first architecture, digital twins and AI agents. The recurring problem: data sovereignty is demanded but rarely architected in from…

Digital Twins · Health & Longevity · Edge & Local-first

Most conversations this week circled digital twins, health and longevity and edge and local-first architecture. The recurring problem: rich physical assets exist, but the models de…

Digital Twins · Edge & Local-first · Strategy & Fundraising

Most conversations this week circled digital twins, edge and local-first architecture and strategy and commercialisation. The recurring problem: rich physical assets exist, but the…

Edge & Local-first · Digital Twins · Smart Buildings

This week's work clustered around edge and local-first architecture, digital twins and smart buildings and infrastructure. The recurring problem: data sovereignty is demanded but r…

Health & Longevity · Digital Twins · Smart Buildings

The recurring theme across the week was health and longevity, digital twins and smart buildings and infrastructure. The recurring problem: biological data is abundant, but explaina…

Health & Longevity · Digital Twins · AI Agents

This week we spent our time on health and longevity, digital twins and AI agents. The recurring problem: biological data is abundant, but explainable, personalised action is scarce…

2024
Health & Longevity · Digital Twins · Autonomous AI

The recurring theme across the week was health and longevity, digital twins and autonomous AI. The recurring problem: biological data is abundant, but explainable, personalised act…

Strategy & Fundraising · Edge & Local-first · Digital Twins

The recurring theme across the week was strategy and commercialisation, edge and local-first architecture and digital twins. The recurring problem: the vision is clear while the ro…

Health & Longevity · Digital Twins · Edge & Local-first

Attention this week concentrated on health and longevity, digital twins and edge and local-first architecture. The recurring problem: biological data is abundant, but explainable, …

Edge & Local-first · Health & Longevity · Digital Twins

The recurring theme across the week was edge and local-first architecture, health and longevity and digital twins. The recurring problem: data sovereignty is demanded but rarely ar…

Digital Twins · Health & Longevity · Strategy & Fundraising

Attention this week concentrated on digital twins, health and longevity and strategy and commercialisation. The recurring problem: rich physical assets exist, but the models descri…

Health & Longevity · Digital Twins · Standards & Interoperability

Field notes from the week point squarely at health and longevity, digital twins and standards and interoperability. The recurring problem: biological data is abundant, but explaina…

Digital Twins · Health & Longevity · Smart Buildings

The through-line this week was digital twins, health and longevity and smart buildings and infrastructure. The recurring problem: rich physical assets exist, but the models describ…

Strategy & Fundraising · Power Grid · Edge & Local-first

The through-line this week was strategy and commercialisation, power-grid resilience and edge and local-first architecture. The recurring problem: the vision is clear while the rou…

Digital Twins · Health & Longevity · Edge & Local-first

The recurring theme across the week was digital twins, health and longevity and edge and local-first architecture. The recurring problem: rich physical assets exist, but the models…

Digital Twins · Spatial Computing · Autonomous AI

Field notes from the week point squarely at digital twins, spatial computing and autonomous AI. The recurring problem: rich physical assets exist, but the models describing them ar…

Spatial Computing · Digital Twins · Smart Buildings

Most conversations this week circled spatial computing, digital twins and smart buildings and infrastructure. The recurring problem: immersive scenes look impressive but rarely con…

Digital Twins · Spatial Computing · Health & Longevity

The recurring theme across the week was digital twins, spatial computing and health and longevity. The recurring problem: rich physical assets exist, but the models describing them…

Digital Twins · Spatial Computing · Smart Buildings

This week we spent our time on digital twins, spatial computing and smart buildings and infrastructure. The recurring problem: rich physical assets exist, but the models describing…

Digital Twins · Spatial Computing · Health & Longevity

This week we spent our time on digital twins, spatial computing and health and longevity. The recurring problem: rich physical assets exist, but the models describing them are stat…

Digital Twins · Health & Longevity · Edge & Local-first

This week we spent our time on digital twins, health and longevity and edge and local-first architecture. The recurring problem: rich physical assets exist, but the models describi…

Digital Twins · Health & Longevity · Data & Ontology

This week's work clustered around digital twins, health and longevity and data and ontology. The recurring problem: rich physical assets exist, but the models describing them are s…

Spatial Computing · Strategy & Fundraising · Reality Capture

Field notes from the week point squarely at spatial computing, strategy and commercialisation and reality capture. The recurring problem: immersive scenes look impressive but rarel…

Autonomous AI · Digital Twins · Health & Longevity

Most conversations this week circled autonomous AI, digital twins and health and longevity. The recurring problem: promising models sit in notebooks while the path to trustworthy p…

Digital Twins · Autonomous AI · Standards & Interoperability

This week's work clustered around digital twins, autonomous AI and standards and interoperability. The recurring problem: rich physical assets exist, but the models describing them…

Strategy & Fundraising · Digital Twins · Smart Buildings

This week's work clustered around strategy and commercialisation, digital twins and smart buildings and infrastructure. The recurring problem: the vision is clear while the route t…

Digital Twins · Strategy & Fundraising · Spatial Computing

Field notes from the week point squarely at digital twins, strategy and commercialisation and spatial computing. The recurring problem: rich physical assets exist, but the models d…

Strategy & Fundraising · Power Grid · Spatial Computing

Field notes from the week point squarely at strategy and commercialisation, power-grid resilience and spatial computing. The recurring problem: the vision is clear while the route …