Releases: cxaiiii/vasudha
Release list
Vasudha v0.1.0
Vasudha v0.1.0 — first public release.
An offline engineering assistant that computes its answers instead of guessing them. Runs entirely on your machine.
Install
Download Vasudha-windows-x64.zip, unzip anywhere, run Vasudha.exe.
This is a portable build, not an installer — nothing is written to Program Files or the registry. On first launch it downloads the model once (2.11 GB, resumable and checksum-verified). After that it works with no internet at all.
Windows 10 or 11. No Python, no Ollama, no setup. If you already run Ollama, Vasudha finds it and uses your GPU automatically.
Why it exists
Small local models are confidently wrong about arithmetic. They write the right equation, substitute the right numbers, then state a result off by a factor of ten — because they are predicting text, not calculating.
Vasudha lets the model choose the equation and makes a real Python interpreter do the arithmetic. You can open the working and see the exact code that ran.
| Setup | Correct | Tool actually fired |
|---|---|---|
| Model asked to use a calculator | 0 / 6 | 1 / 6 |
| Model given a real tool interface | 4 / 6 | 6 / 6 |
Six numeric engineering problems, ground truth computed in Python, greedy decoding. Reproduce it: python scripts/bench_numeric.py.
In this release
- Calculation with visible working — the computation is the justification
- Web search and page reading, with the query shown whenever one leaves your machine
- Documents, spreadsheets and pages in a preview canvas, with export
- Source tracking enforced by the app: a document written without opening a real page is labelled unverified, and a citation the model did not earn is removed
- Four personalities, editable as plain JSON
- Chat history, settings, resizable window
Known limitations
Documented rather than hidden:
- It can recall a standard formula with the wrong boundary condition —
PL³/(48EI)for a cantilever instead ofPL³/(3EI). Check the equation it shows you, not just the number. - Magnitude errors of exactly 10× or 1000× in both arithmetic and recalled facts.
- Research is weaker than calculation. Treat document output as a draft.
The calculation path is the trustworthy one. Research and documents are useful and experimental, in that order.
Weights
huggingface.co/cxaiiii/vasudha-4b-v3-gguf
sha256 0a31e817bf8e7a3f9d1214ac1445648e734b3acd10ce019f02fa12b691a791c9
Apache 2.0. Built by Chaitanya, an independent developer.