R4LOGIC LAB / RESEARCH & ENGINEERING

Tools and experiments for computational research

R4Logic Lab documents prototypes, experiments and tools connected to its research, distinguishing planned features, implementations and published results.

RESEARCH

Scientific questions

Molecular discovery and biodiversity provide concrete problems where computational methods can expand scientific exploration.

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EXPERIMENTS

Computational experiments

Each line becomes processes, comparisons and tests that help determine which hypotheses warrant further investigation.

OUTPUTS

Public results

Preprints, code, and reproducibility packages make it possible to inspect how a result was produced and reuse parts of the work.

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INFRASTRUCTURE

Engineering for science

When a question needs more capability, R4Logic develops agents, tools, and interfaces to extend the scientific workflow.

RESEARCH INFRASTRUCTURE · IN DEVELOPMENT

R4Forge / Anvil

R4Forge is an experimental environment for computational research tools. Anvil, its scientific-agent prototype in development, is intended to inspect inputs, assist with workflow planning, coordinate specialist tools, and review outputs and execution records.

The CtMGAM study provides a concrete starting point: recovering near-native poses does not guarantee selecting them first. This distinction informs initial comparison and verification tasks, while COX-2 continues as a separate molecular research study in development. Scientific tools perform the calculations; the researcher defines validation criteria and interprets results. The Anvil capabilities described are prototype goals, not validated features.

R4LOGIC ECOSYSTEM

Scientific systems atlas

A map of how current research, scientific infrastructure, and applied systems connect.

CURATED PUBLIC CONTEXT
RESEARCH & ENGINEERINGR4LOGIC LABSCIENTIFIC SYSTEMS