Topic
Practice of measuring airborne pollutants like PM2.5 and black carbon using sensors, filters, and lab analysis to track air quality over time.
Oizom replaced an hourly Python heatmap job with an on-demand Go service that renders 20 air-quality images in 30 ms. Per-function timing then traced 80% of each render to PNG encoding, on test images small enough to keep the interpolation cheap.
Reality
Ten NASA-funded monitors logged three years of black carbon in Ethiopia's capital. The peaks track rush hour and holidays, which is not what an annual average measures.
Reality
Stanford's SmokeCast prototype rode a fire truck 300 miles in July 2026 and fed soil-metal likelihoods to the crew's app, while the smoke samples that could test those estimates stayed in a cartridge for 14 days.
Reality
A DRI team compared Reno's smoke-affected autumn of 2020 with the smoke-free months of 2019 and found every pollutant class elevated, including more than 100 toxic compounds that fall outside routine air monitoring.
Reality
Sarawak's emergency turns on a single pollution index crossing a policy threshold, a number that describes the air at a sensor rather than the dose a district has breathed, and neither AFP dispatch carries a comparable reading for Singapore or Brunei.
Reality
One 2025 study puts smoke-attributable US deaths at 41,380 a year for the 2010s and 71,420 by 2050. That turns a summer emergency into a line item public health and workplace planners carry every year.
Reality
A Cornell prototype pulls five-minute CO2, temperature and humidity readings into one Manhattan model. The demonstrated achievement is format reconciliation, not measurement.
Reality