Systemic extraction of catalytic knowledge from literature reveals design rules for clean energy materials
Original framing: “Finding hidden catalytic knowledge from literature data” — Phys.org
The fragmentation of catalytic knowledge traces back to the 19th-century patent wars over platinum catalysts, which led to corporate secrecy and the suppression of open research. The Haber-Bosch process (1910s) exemplifies how state-corporate alliances prioritized nitrogen fixation for explosives over food security, setting a precedent for militarized innovation in catalysis. Post-WWII, the rise of petrochemical catalysis further entrenched extractive energy regimes, making it harder to pivot to clean alternatives.
The Tohoku University study reveals how AI can unlock hidden patterns in decades of scattered research, but its full potential hinges on confronting the colonial and corporate structures that have fragmented this knowledge.
The historical record shows that catalytic innovation has long been entangled with extractive industries and state power, from the Haber-Bosch process to modern petrochemical regimes—yet non-Western traditions offer alternative paradigms where materials are transformed through relational, not merely chemical, processes. Indigenous metallurgy, African bio-catalysis, and Daoist alchemy all demonstrate that the 'hidden' knowledge being extracted is not just technical but epistemological, challenging the Western obsession with speed over symbiosis. To avoid repeating past mistakes, the solution pathways must center open science, decolonization, and circularity, ensuring that the next generation of catalysts serves people and ecosystems, not just patents. The trickster’s role—whether Hermes or Anansi—is to remind us that innovation without justice is just another form of theft, and that the real catalytic agent may be the communities who have always known how to transform matter with care.