Python
Browser-local CPython through Pyodide for data analysis and scientific workflows.
A scientific workstation
in your browser.
Import data, run Python, analytical SQL and R, search scholarly evidence, connect claims to sources and preserve the path from question to result.
REAL COMPUTATION
The AI explains. The runtime calculates.
Numerical and statistical results should come from executed software. Lwati uses AI for assistance while deterministic runtimes do the work.
DuckDB
Query CSV, JSON and Parquet data with analytical SQL inside the browser.
webR
Run R and statistical workflows through WebAssembly without a dedicated R server.
EVIDENCE & PROVENANCE
Research with the evidence attached.
Search scholarly metadata, verify DOI-linked sources, create explicit claims, connect executed analyses to those claims and preserve dataset and code provenance.
QUESTION
↓EVIDENCE
↓DATASET
↓ANALYSIS
↓CLAIM
Local datasets
Scientific data has its own storage layer rather than being forced through small source-code payloads.
Reproducible results
Record runtime, code hash, dataset hash and execution information around analyses.
Evidence matrix
Keep sources, relationships and research claims inspectable instead of hiding them in generated prose.
Research Capsule
Export datasets, notebook context, evidence and provenance as a portable research artifact.