Software layer

Local-first desktop tools connected to research evidence.

Paper Pilot and AcademiaML center inspectable project files, local execution, and explicit approval for broader agent actions.

Material Atlas / Zn Interface System

Nodes connect research questions, evidence, and local-first tools.

Research domainSoftware toolEvidence layerDataset/project

Zn anode

Interfacial stability, coating behavior, and lifespan signals.

Electrolyte

Water-in-salt formulations, solvents, windows, and conductivity.

ALD coating

Protective surface layers for battery interfaces.

Literature signals flow into project-scoped artifacts.

Local Traceable Approved

available

Paper Pilot

Paper Pilot is a local-first Windows research assistant for crawling papers, organizing artifacts, and generating AI-backed scientific briefs.

Notebook context stays local before model guidance leaves the workspace.

Local Traceable Approved

coming soon

I'm building AcademiaML as a notebook-first Electron desktop tool for researchers with tabular data who need help selecting and running ML workflows.