# Linear Algebra Foundations

> Uses vector and matrix reasoning for transformations, constraints, and model formulation.

- Skill: `jonatangs777/linear-algebra-foundations` (Agent Skill, multi-file: 8 files)
- Install (CLI): `npx skillmds@latest add jonatangs777/linear-algebra-foundations`
- Raw SKILL.md: https://api.skillmd.com/api/skills/jonatangs777/linear-algebra-foundations/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: JonatanGS777 (https://skillmd.com/u/jonatangs777)
- Updated: 2026-09-22
- Page: https://skillmd.com/skills/jonatangs777/linear-algebra-foundations

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# Linear Algebra Foundations Skill

## Mission
Uses vector and matrix reasoning for transformations, constraints, and model formulation.

## When to use
- When the task requires strict logical correctness and defensible reasoning.
- When assumptions, constraints, and proof obligations must be made explicit.

## Inputs expected
- Formal problem statement, constraints, and success criteria.
- Known assumptions, unknowns, and boundary conditions.

## Workflow
1. Translate the task into formal entities, assumptions, and constraints.
2. Derive the solution through explicit logical rules or proof structure.
3. Validate with edge cases, contradiction checks, and consistency tests.

## Output contract
Return: formal framing, reasoning chain, verification evidence, and residual uncertainty.

## Guardrails
- Never skip logical steps or present intuition as proof.
- Never mix assumptions with verified facts.
- Always provide at least one explicit validation or counterexample check.


## Logical reliability checklist
- Assumptions are explicit and separated from verified facts.
- The solution path is justified with clear reasoning steps.
- Edge cases and contradiction checks are included.
- Output is testable, auditable, and reversible when possible.

## Example prompts
- "Apply the linear-algebra-foundations skill to handle this task end-to-end."
- "Run linear-algebra-foundations and produce a production-ready output with validation notes."