Partnership before deployment
Set a public-interest purpose, identify local interpreters, agree on data governance, and create a process for residents to surface omissions and harms.
Community knowledge is evidence
A city is more than a boundary file. Responsible urban-heat work begins with local purpose, partnership, accessible communication, and a way to challenge what the model misses.
A public-interest workspace for seeing local heat patterns, understanding the evidence, and helping shape thoughtful action on cooling, shade, and public investment.

Set a public-interest purpose, identify local interpreters, agree on data governance, and create a process for residents to surface omissions and harms.
A boundary-only city can support orientation. It cannot support heat conclusions. Evidence maturity should shape the confidence and use of every view.
Share what informed a decision, what was uncertain, who reviewed it, and what changed after public feedback.
A clear next step
Use the interactive experience to investigate the evidence, then return to the methods and sources before treating any output as a conclusion.
Continue your research