Structure-aware screening of 2,774 Li-ion cathodes from the Materials Project | Degradation Screening Index validated on 11 experimental cathodes | manuscript under revision, PCCP
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Sep 20, 2026 - Jupyter Notebook
Structure-aware screening of 2,774 Li-ion cathodes from the Materials Project | Degradation Screening Index validated on 11 experimental cathodes | manuscript under revision, PCCP
CLI that applies the Clever Materials falsification test to materials-science ML datasets: detects confounding via a bibliographic fingerprint (year/author/journal leaking the target). Built on Jablonka 2026 (arXiv:2602.17730) + Huang&Cole / Nandy datasets (Scientific Data).
SiOC/SiOCN lithium-ion battery anode discovery with leakage-controlled ML and Streamlit screening.
Theme-level skill for battery DFT analysis, including insertion voltage, volume change, and migration barriers.
Criticality-aware sodium-ion cathode prioritization using Materials Project records, text-mined evidence, and leakage-audited ML.
6K — independent third-party profile of a public API surface, by API Evangelist. 6K Inc is a North Andover, Massachusetts advanced-materials company that produces engineered powders and battery materials with UniMelt, its patented microwave-based production-scale plasma system.
Advano — independent third-party profile of a public API surface, by API Evangelist. Advano is a New Orleans, Louisiana battery-materials company that develops silicon-based anode materials for lithium-ion batteries. Spun out of Tulane University in 2016 and backed by 25+ patents, its flagship REALSi silicon-carbon composite is engineered as a drop
CNANO — independent third-party profile of a public API surface, by API Evangelist. CNANO (Jiangsu Cnano Technology Co., Ltd., Shanghai STAR Market 688116) is a carbon nanotube and graphene materials manufacturer founded in 2011 and headquartered in Zhenjiang, China, with a US arm (Cnano USA) in Santa Clara, California.
Sila Nanotechnologies — independent third-party profile of a public API surface, by API Evangelist. Sila Nanotechnologies is a next-generation battery materials company founded in 2011 and headquartered in Alameda, California, with a commercial-scale manufacturing plant in Moses Lake, Washington.
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Ascend Elements — independent third-party profile of a public API surface, by API Evangelist. Ascend Elements is a Westborough, Massachusetts battery materials company that manufactures engineered lithium-ion battery materials from valuable elements reclaimed from spent lithium-ion batteries and gigafactory manufacturing scrap.
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Electroflow — independent third-party profile of a public API surface, by API Evangelist. Electroflow Technologies is a United States deep-tech company (founded 2023, headquartered in San Bruno, California) developing an electrochemical direct lithium extraction (DLE) process that pulls lithium from dilute North American brines containing under 200
Lilac Solutions — independent third-party profile of a public API surface, by API Evangelist. Lilac Solutions is an Oakland, California climate-technology company founded in 2016 that develops direct lithium extraction (DLE) technology built on proprietary ion exchange media.
Ateios — independent third-party profile of a public API surface, by API Evangelist. Ateios Systems is an Indianapolis-based advanced battery manufacturer that produces high-energy, recyclable, PFA-free battery electrodes for global battery makers. Its proprietary RaiCure platform is a solvent-free, cure-on-command coating process using energy-cura
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