SELF‑EDUCATED
← Frontier Fields
Frontier field

Climate Materials

Materials that capture, store and save energy and carbon.

Sorbents, electrodes and catalysts — found faster with learned surrogates and automated screening, and checked against experiment.

Charting the world

Drag to pan · Ctrl + scroll to zoom

Signals at the edge

  • Field convergenceLearned surrogates in physical scienceConfidence 0.35 · medium
  • Field convergenceEntropy in thermodynamics and in informationConfidence 0.45 · medium
  • Knowledge bridgeSimulating chemistry on quantum hardwareConfidence 0.30 · medium

1 charted finding and 0 bridge candidates touch this field. See what is charted →

Why this field matters

Many decarbonisation routes are limited by a material that does not exist yet. Screening is now fast; knowing when a learned model is wrong about a material it has never seen is the hard part.

How your support is allocated

Backers who chose a focus are honoured first; the rest follows these weights (demonstration values), then each target’s expected usefulness. Every batch is recorded with its reasons — most recently A-850, < $0.01 routed.

  • Active expeditions32%
  • Replication19%
  • Frontier signals11%
  • Open questions11%
  • Tools & datasets10%

Popularity chooses attention. Evidence chooses knowledge.