Perception

SkillDev tools

Foundational measurements and relationships. The axioms of the system — numbers, distance, angles, and the geometry of seeing.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Perception skill

What this skill tells your AI

The instructions your AI receives, as published by tibsfox/gsd-skill-creator in skills/mfe-domains/perception/SKILL.md and read by ahel’s review.

Summary

Perception (Part I: Seeing) Chapters: 1, 2, 3 Plane Position: (-0.2, 0.2) radius 0.4 Primitives: 43

Foundational measurements and relationships. The axioms of the system — numbers, distance, angles, and the geometry of seeing.

Key Concepts: Sine Function, Cosine Function, Real Numbers, Unit Circle, Inner Product (Dot Product)

Key Primitives

Sine Function (definition): The sine function sin: R -> [-1,1] is defined as the y-coordinate of the point on the unit circle at angle theta from the positive x-axis. It is periodic with period 2*pi, odd: sin(-theta) = -sin(theta).

  • computing vertical components of circular or oscillatory motion
  • modeling periodic phenomena like waves and vibrations

Cosine Function (definition): The cosine function cos: R -> [-1,1] is defined as the x-coordinate of the point on the unit circle at angle theta. It is periodic with period 2*pi, even: cos(-theta) = cos(theta). cos(theta) = sin(theta + pi/2).

  • computing horizontal components of circular or oscillatory motion
  • finding phase relationships between periodic signals

Real Numbers (definition): The real numbers R form a complete ordered field: closed under +, -, *, /, ordered by <, and satisfying the completeness axiom. R = Q union (R \ Q).

  • any calculation involving continuous quantities
  • measuring distances, areas, or physical quantities

Unit Circle (definition): The unit circle is the set of points (x, y) in R^2 satisfying x^2 + y^2 = 1. Every point on the unit circle can be written as (cos(theta), sin(theta)) for a unique angle theta in [0, 2*pi).

  • defining trigonometric functions geometrically
  • representing angles and rotations in the plane

Inner Product (Dot Product) (definition): The inner product (dot product) of vectors u = (u1,...,un) and v = (v1,...,vn) in R^n is u . v = sum_i u_i * v_i = |u||v|cos(theta), where theta is the angle between u and v.

  • computing the angle between two vectors
  • finding the component of one vector along another direction

Natural Numbers (axiom): The natural numbers N = {1, 2, 3, ...} satisfy the Peano axioms: there exists a first element 1, every element n has a unique successor S(n), no two elements share a successor, and the induction principle holds.

  • counting objects or elements in a set
  • establishing the basis for mathematical induction

Pythagorean Theorem (theorem): In a right triangle with legs a and b and hypotenuse c: a^2 + b^2 = c^2. Conversely, if a^2 + b^2 = c^2 for a triangle with sides a, b, c, then the triangle is right-angled.

  • computing the length of the hypotenuse in a right triangle
  • finding distance between two points in Euclidean space

Complex Numbers (definition): The complex numbers C = {a + bi : a, b in R, i^2 = -1} form an algebraically closed field. Every complex number has modulus |z| = sqrt(a^2 + b^2) and argument arg(z) = atan2(b, a).

  • representing quantities with both magnitude and phase
  • solving polynomial equations that have no real roots

Absolute Value (definition): For x in R, the absolute value |x| = x if x >= 0, |x| = -x if x < 0. Equivalently, |x| = sqrt(x^2). It measures the distance from x to 0 on the number line.

  • measuring distance from zero or between two numbers
  • bounding the size of a quantity regardless of sign

Euler's Formula (identity): For all theta in R: e^(itheta) = cos(theta) + isin(theta). The special case theta = pi gives Euler's identity: e^(i*pi) + 1 = 0.

  • converting between trigonometric and exponential forms of complex numbers
  • simplifying products and powers of trigonometric expressions using exponentials

Composition Patterns

  • Integers + perception-natural-numbers -> Complete additive group with identity and inverses (sequential)
  • Rational Numbers + perception-integers -> A number system where division is always defined (except by zero) (sequential)
  • Irrational Numbers + perception-rational-numbers -> The complete real number line without gaps (parallel)
  • Real Numbers + perception-real-line-completeness -> A number system where limits of convergent sequences always exist (nested)
  • Complex Numbers + perception-unit-circle -> Polar form of complex numbers: z = re^(itheta) (parallel)
  • Absolute Value + perception-number-line -> Distance between two points on the line: |a - b| (sequential)
  • Number Line + perception-absolute-value -> Metric space structure on R with distance d(a,b) = |a-b| (parallel)
  • Density of Rationals + perception-real-line-completeness -> Understanding that Q is dense but not complete — R fills the gaps (parallel)
  • Triangle Inequality for Absolute Value + perception-distance-formula -> Metric space axiom: d(a,c) <= d(a,b) + d(b,c) (sequential)
  • Unit Circle + perception-complex-numbers -> Complex numbers of modulus 1: z = e^(i*theta) on the unit circle (parallel)

Cross-Domain Links

  • waves: Compatible domain for composition and cross-referencing
  • change: Compatible domain for composition and cross-referencing
  • structure: Compatible domain for composition and cross-referencing
  • synthesis: Compatible domain for composition and cross-referencing

Activation Patterns

  • number
  • count
  • distance
  • magnitude
  • circle
  • trigonometric
  • angle
  • inner product
  • orthogonal

Signals

GitHub stars
69
Forks
9
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
mfe-perception
Source
github.com/tibsfox/gsd-skill-creator