DATASET · relations
Relations
The typed edges of the evidence graph: which record supports, challenges, depends on or tests which.
- from string
- Source record id
- relation string
- supports, challenges, depends-on or tests
- to string
- Target record id
- from_title string
- Source title
- to_title string
- Target title
| from | relation | to | from_title | to_title |
|---|---|---|---|---|
| agent-commons | supports | shared-intelligence | A commons for agents | Intelligence needs a body. Give it one that keeps people comfortable. |
| agent-commons | depends-on | comfort-first | A commons for agents | Consent before dispatch |
| agent-commons | depends-on | how-the-commons-grows | A commons for agents | How the Commons grows |
| agent-commons | depends-on | source-nist-ai-risk | A commons for agents | NIST · AI Risk Management Framework |
| federation | depends-on | location-question | A federation is a coordination promise | Does flexibility arrive where it is needed? |
| federation | depends-on | comfort-first | A federation is a coordination promise | Consent before dispatch |
| federation | depends-on | node-pilot | A federation is a coordination promise | A fifty-node federated pilot |
| federation | depends-on | source-ferc-2222 | A federation is a coordination promise | FERC · Order No. 2222 fact sheet |
| federation | depends-on | source-doe-virtual-power | A federation is a coordination promise | DOE · Virtual power plants |
| node-pilot | tests | federation | A fifty-node federated pilot | A federation is a coordination promise |
| node-pilot | tests | dispatch-without-discomfort | A fifty-node federated pilot | How much of ten kilowatt-hours can be dispatched without touching comfort? |
| node-pilot | tests | ai-load-question | A fifty-node federated pilot | Can a distributed thermal-electric fleet actually serve computation? |
| storage-as-byproduct | depends-on | federation | A hundred gigawatt-hours of storage, acquired for free | A federation is a coordination promise |
| storage-as-byproduct | depends-on | the-machine | A hundred gigawatt-hours of storage, acquired for free | Airform One: a heat pump with a battery inside |
| storage-as-byproduct | depends-on | source-airform-introduction | A hundred gigawatt-hours of storage, acquired for free | Airform · Introduction (Series A data room, August 2026) |
| agent-society | supports | agent-commons | A small society of agents | A commons for agents |
| agent-society | supports | three-constituencies | A small society of agents | Three constituencies: nature, people and agents |
| the-machine | supports | storage-as-byproduct | Airform One: a heat pump with a battery inside | A hundred gigawatt-hours of storage, acquired for free |
| the-machine | supports | thermal-flexibility | Airform One: a heat pump with a battery inside | Time is a resource in the thermal system |
| the-machine | depends-on | source-airform-site | Airform One: a heat pump with a battery inside | Airform · Company site and product specifications |
| the-machine | depends-on | source-airform-introduction | Airform One: a heat pump with a battery inside | Airform · Introduction (Series A data room, August 2026) |
| ai-load-question | challenges | is-this-good-for-ai | Can a distributed thermal-electric fleet actually serve computation? | Is this good for the evolution of AI? |
| ai-load-question | depends-on | the-grid-is-full | Can a distributed thermal-electric fleet actually serve computation? | The grid is full |
| queue-capacity | depends-on | source-airform-introduction | Capacity waiting in the US interconnection queue | Airform · Introduction (Series A data room, August 2026) |
| queue-capacity | depends-on | source-lbnl-queues | Capacity waiting in the US interconnection queue | LBNL · Queued Up: interconnection queue data |
| comfort-first | tests | override-trial | Consent before dispatch | Test the right to override |
| comfort-first | depends-on | compensation-question | Consent before dispatch | Who is paid when a household's battery serves the grid? |
| comfort-first | depends-on | source-nist-ai-risk | Consent before dispatch | NIST · AI Risk Management Framework |
| cooling-is-cognition | supports | shared-intelligence | Cooling is cognition | Intelligence needs a body. Give it one that keeps people comfortable. |
| cooling-is-cognition | depends-on | source-airform-introduction | Cooling is cognition | Airform · Introduction (Series A data room, August 2026) |
| cooling-is-cognition | depends-on | source-plos-heat-cognition | Cooling is cognition | Cedeño Laurent et al. · Reduced cognitive function during a heat wave among young adults (PLOS Medicine, 2018) |
| nature-inside-the-grid | challenges | solar-era-city | Does a federation give land and heat back to nature? | The solar-era city |
| nature-inside-the-grid | depends-on | switchgear-deletion | Does a federation give land and heat back to nature? | Onboard batteries delete a class of commercial switchgear |
| location-question | challenges | federation | Does flexibility arrive where it is needed? | A federation is a coordination promise |
| data-centre-demand-2030 | depends-on | data-centre-demand-2024 | Global data-centre demand: a 2030 scenario | Global data-centre electricity use: 2024 estimate |
| data-centre-demand-2030 | depends-on | source-iea-energy-ai | Global data-centre demand: a 2030 scenario | IEA · Energy and AI (2025) |
| data-centre-demand-2024 | depends-on | source-iea-energy-ai | Global data-centre electricity use: 2024 estimate | IEA · Energy and AI (2025) |
| dispatch-without-discomfort | challenges | storage-as-byproduct | How much of ten kilowatt-hours can be dispatched without touching comfort? | A hundred gigawatt-hours of storage, acquired for free |
| dispatch-without-discomfort | depends-on | thermal-flexibility | How much of ten kilowatt-hours can be dispatched without touching comfort? | Time is a resource in the thermal system |
| how-the-commons-grows | supports | agent-commons | How the Commons grows | A commons for agents |
| field-proof | tests | thermal-flexibility | How we would know this helps | Time is a resource in the thermal system |
| field-proof | tests | shared-intelligence | How we would know this helps | Intelligence needs a body. Give it one that keeps people comfortable. |
| field-proof | depends-on | source-doe-flexible-buildings | How we would know this helps | DOE · Grid-interactive efficient buildings |
| labor-not-physics | depends-on | self-install-savings | Infrastructure fails on labor, interconnection and time | Self-installation saves a developer about ten thousand dollars a unit |
| labor-not-physics | depends-on | switchgear-deletion | Infrastructure fails on labor, interconnection and time | Onboard batteries delete a class of commercial switchgear |
| labor-not-physics | depends-on | source-airform-introduction | Infrastructure fails on labor, interconnection and time | Airform · Introduction (Series A data room, August 2026) |
| labor-not-physics | depends-on | source-bls-hvac | Infrastructure fails on labor, interconnection and time | BLS · Heating, air conditioning and refrigeration mechanics and installers (Occupational Outlook Handbook) |
| shared-intelligence | depends-on | is-this-good-for-ai | Intelligence needs a body. Give it one that keeps people comfortable. | Is this good for the evolution of AI? |
| shared-intelligence | depends-on | the-machine | Intelligence needs a body. Give it one that keeps people comfortable. | Airform One: a heat pump with a battery inside |
| shared-intelligence | depends-on | storage-as-byproduct | Intelligence needs a body. Give it one that keeps people comfortable. | A hundred gigawatt-hours of storage, acquired for free |
| shared-intelligence | depends-on | comfort-first | Intelligence needs a body. Give it one that keeps people comfortable. | Consent before dispatch |
| shared-intelligence | depends-on | field-proof | Intelligence needs a body. Give it one that keeps people comfortable. | How we would know this helps |
| shared-intelligence | depends-on | source-airform-introduction | Intelligence needs a body. Give it one that keeps people comfortable. | Airform · Introduction (Series A data room, August 2026) |
| shared-intelligence | depends-on | source-iea-energy-ai | Intelligence needs a body. Give it one that keeps people comfortable. | IEA · Energy and AI (2025) |
| is-this-good-for-ai | depends-on | data-centre-demand-2030 | Is this good for the evolution of AI? | Global data-centre demand: a 2030 scenario |
| is-this-good-for-ai | depends-on | the-grid-is-full | Is this good for the evolution of AI? | The grid is full |
| is-this-good-for-ai | depends-on | labor-not-physics | Is this good for the evolution of AI? | Infrastructure fails on labor, interconnection and time |
| is-this-good-for-ai | depends-on | the-machine | Is this good for the evolution of AI? | Airform One: a heat pump with a battery inside |
| is-this-good-for-ai | depends-on | comfort-first | Is this good for the evolution of AI? | Consent before dispatch |
| is-this-good-for-ai | depends-on | ai-load-question | Is this good for the evolution of AI? | Can a distributed thermal-electric fleet actually serve computation? |
| is-this-good-for-ai | depends-on | source-airform-introduction | Is this good for the evolution of AI? | Airform · Introduction (Series A data room, August 2026) |
| is-this-good-for-ai | depends-on | source-lbnl-queues | Is this good for the evolution of AI? | LBNL · Queued Up: interconnection queue data |
| is-this-good-for-ai | depends-on | source-iea-energy-ai | Is this good for the evolution of AI? | IEA · Energy and AI (2025) |
| switchgear-deletion | supports | labor-not-physics | Onboard batteries delete a class of commercial switchgear | Infrastructure fails on labor, interconnection and time |
| switchgear-deletion | depends-on | source-airform-introduction | Onboard batteries delete a class of commercial switchgear | Airform · Introduction (Series A data room, August 2026) |
| open-orders | depends-on | source-airform-introduction | Open commercial orders before the first salesperson | Airform · Introduction (Series A data room, August 2026) |
| open-orders | depends-on | source-nyserda-clean-heat | Open commercial orders before the first salesperson | NYSERDA · Clean Heat for All Challenge |
| self-install-savings | supports | labor-not-physics | Self-installation saves a developer about ten thousand dollars a unit | Infrastructure fails on labor, interconnection and time |
| self-install-savings | depends-on | source-airform-introduction | Self-installation saves a developer about ten thousand dollars a unit | Airform · Introduction (Series A data room, August 2026) |
| override-trial | tests | comfort-first | Test the right to override | Consent before dispatch |
| daylight-economy | depends-on | thermal-flexibility | The daylight economy | Time is a resource in the thermal system |
| daylight-economy | depends-on | rebound-question | The daylight economy | What if the peak simply moves? |
| daylight-economy | depends-on | dispatch-without-discomfort | The daylight economy | How much of ten kilowatt-hours can be dispatched without touching comfort? |
| daylight-economy | depends-on | thermal-storage-source | The daylight economy | DOE · Thermal energy storage |
| daylight-economy | depends-on | source-doe-virtual-power | The daylight economy | DOE · Virtual power plants |
| the-grid-is-full | depends-on | queue-capacity | The grid is full | Capacity waiting in the US interconnection queue |
| the-grid-is-full | depends-on | location-question | The grid is full | Does flexibility arrive where it is needed? |
| the-grid-is-full | depends-on | source-airform-introduction | The grid is full | Airform · Introduction (Series A data room, August 2026) |
| the-grid-is-full | depends-on | source-lbnl-queues | The grid is full | LBNL · Queued Up: interconnection queue data |
| solar-era-city | supports | shared-intelligence | The solar-era city | Intelligence needs a body. Give it one that keeps people comfortable. |
| solar-era-city | depends-on | daylight-economy | The solar-era city | The daylight economy |
| solar-era-city | depends-on | three-constituencies | The solar-era city | Three constituencies: nature, people and agents |
| solar-era-city | depends-on | storage-as-byproduct | The solar-era city | A hundred gigawatt-hours of storage, acquired for free |
| solar-era-city | depends-on | source-airform-introduction | The solar-era city | Airform · Introduction (Series A data room, August 2026) |
| three-constituencies | supports | comfort-first | Three constituencies: nature, people and agents | Consent before dispatch |
| three-constituencies | depends-on | nature-inside-the-grid | Three constituencies: nature, people and agents | Does a federation give land and heat back to nature? |
| three-constituencies | depends-on | agent-society | Three constituencies: nature, people and agents | A small society of agents |
| three-constituencies | depends-on | source-nist-ai-risk | Three constituencies: nature, people and agents | NIST · AI Risk Management Framework |
| thermal-flexibility | depends-on | rebound-question | Time is a resource in the thermal system | What if the peak simply moves? |
| thermal-flexibility | depends-on | dispatch-without-discomfort | Time is a resource in the thermal system | How much of ten kilowatt-hours can be dispatched without touching comfort? |
| thermal-flexibility | depends-on | thermal-storage-source | Time is a resource in the thermal system | DOE · Thermal energy storage |
| rebound-question | challenges | thermal-flexibility | What if the peak simply moves? | Time is a resource in the thermal system |
| compensation-question | depends-on | comfort-first | Who is paid when a household's battery serves the grid? | Consent before dispatch |