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xby-mathematics

Model Inference Updated 2026.09.02

Run the following command in DeepSeek Harness:

dsh plugin install xby-skill/xby-mathematics

Paste the following prompt into your AI chat to install this plugin:

Run dsh plugin install xby-skill/xby-mathematics in the DeepSeek Harness terminal to install; the source is available at https://github.com/xby-skill/xby-mathematics

About this plugin

Large language models excel at producing natural language, yet they still stumble on precise evaluation, multi-step derivations, and batch numeric processing. The xby-mathematics plugin offers a pragmatic fix for DeepSeek Harness users: it attaches a structured math computation engine behind any AI assistant, so the model handles comprehension and phrasing while the engine handles the arithmetic.

Core capabilities span everyday to advanced use cases: single-expression evaluation, batch formula calculation, matrix operations (multiplication, transpose, determinant, and more), unit and dimensional conversion, statistical computation, and number-theory analysis such as prime factorization and GCD. A built-in session mechanism lets variables persist across turns, supporting multi-step reasoning without the user having to re-paste intermediate results, and a calculation history keeps full auditability at your fingertips.

It is a natural fit for educators grading assignments, students verifying derivations, researchers running quick numeric experiments, and developers who want deterministic math results embedded in their AI workflows.

Use Cases

  • Verify intermediate results in multi-step math derivations
  • Batch-evaluate a set of formulas and compare numeric outputs
  • Reference session variables across turns for step-by-step solving

Best For

  • Educators and researchers requiring deterministic math results
  • Developers embedding precise computation into AI workflows
  • Students verifying homework derivations and running quick numeric experiments