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vector-spaces skill

by parcadei·parcadei/Continuous-Claude-v3·3.9k stars·MIT

Problem-solving strategies for vector spaces in linear algebra

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Install the vector-spaces skill

A skill is a folder. Copy it into your agent's skills folder and the agent loads it when the task matches its description.

git clone --depth 1 https://github.com/parcadei/Continuous-Claude-v3.git /tmp/Continuous-Claude-v3
mkdir -p ~/.claude/skills
cp -r /tmp/Continuous-Claude-v3/.claude/skills/math/linear-algebra/vector-spaces ~/.claude/skills/vector-spaces
available in every project

In the Claude apps, zip the folder and upload it from the Skills settings. The folder on GitHub

The instructions your agent would load

SKILL.md as published, without the frontmatter. Read it on GitHub

Vector Spaces

When to Use

Use this skill when working on vector-spaces problems in linear algebra.

Decision Tree

  1. Check Subspace
  • Contains zero vector?
  • Closed under addition?
  • Closed under scalar multiplication?
  • Verify with z3_solve.py prove
  1. Linear Independence
  • Set up Ax = 0 where columns are vectors
  • sympy_compute.py nullspace "A"
  • Trivial nullspace = independent
  1. Basis and Dimension
  • Find spanning set, remove dependent vectors
  • sympy_compute.py rref "A" to find pivot columns
  • Dimension = number of pivots
  1. Change of Basis
  • Find transition matrix P
  • New coords = P^(-1) * old coords
  • sympy_compute.py inverse "P"

Tool Commands

Sympy_Nullspace

uv run python -m runtime.harness scripts/sympy_compute.py nullspace "[[1,2,3],[4,5,6]]"

Sympy_Rref

uv run python -m runtime.harness scripts/sympy_compute.py rref "[[1,2,3],[4,5,6]]"

Z3_Prove

uv run python -m runtime.harness scripts/z3_solve.py prove "subspace_closed"

Cognitive Tools Reference

See .claude/skills/math-mode/SKILL.md for full tool documentation.

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