Round #1079

21 May 2026, 09:35· math· Meta-Llama-3.3-70B-Instruct· r13-clean-hints
Complexity
band 0
ZP / UO / OBS
6 / 0 / 3
Journey weight
653
Lightshift ΔL

Prompt

Differentiate h(x) = cos(5x^3 - 2x) using the chain rule. Give the exact derivative.

Zero-point index (what the engine surfaced)

ZPI-ZPI-0008 | 2026-05-21T09:35:56Z Differentiate h(x) = cos(5x^3 - 2x) using the chain rule. Give the exact derivative. ZERO POINT — 6 entries (structural invariants) ● hsl(135.43, 100%, 25%) f'(x) = lim_{h→0} (f(x+h) - f(x))/h [contract] ● hsl(134.71, 100%, 25%) power rule d/dx(x^n) = n·x^(n-1) [contract] ● hsl(172.48, 100%, 25%) linearity of differentiation [contract] ● hsl(72.08, 100%, 15%) (f∘g)'(x) = f'(g(x))·g'(x) [contract] ● hsl(258.57, 100%, 15%) composite function structure [contract] ● hsl(180.16, 100%, 15%) outer-times-inner-derivative [contract] UNOBSERVED — 0 entries (implied truths) OBSERVED — 3 entries (explicit in request) ◉ hsl(85.13, 100%, 50%) using [feature] ◉ hsl(175.38, 100%, 27%) = [feature] ◉ hsl(234.87, 100%, 50%) using [feature] COMPLEXITY │ 9 entries │ spread: 150° │ band: LOW

Baseline response (no ZPI)

To differentiate h(x) = cos(5x^3 - 2x) using the chain rule, we'll follow these steps: 1. Identify the outer function and the inner function. - Outer function: cos(u) - Inner function: u = 5x^3 - 2x 2. Differentiate the outer function with respect to u. - d(cos(u))/du = -sin(u) 3. Differentiate the inner function with respect to x. - d(5x^3 - 2x)/dx = d(5x^3)/dx - d(2x)/dx = 15x^2 - 2 4. Apply the chain rule by multiplying the derivative of the outer function by the derivative of the inner function. - h'(x) = d(cos(u))/du * d(u)/dx - h'(x) = -sin(u) * (15x^2 - 2) - Substitute back u = 5x^3 - 2x into the equation. - h'(x) = -sin(5x^3 - 2x) * (15x^2 - 2) So, the exact derivative of h(x) = cos(5x^3 - 2x) is: h'(x) = -(15x^2 - 2) * sin(5x^3 - 2x) Or, written in a more conventional format: h'(x) = (2 - 15x^2) * sin(5x^3 - 2x)

Enhanced response (with ZPI)

To differentiate `h(x) = cos(5x^3 - 2x)` using the chain rule, we first identify the outer function `f(u) = cos(u)` and the inner function `g(x) = 5x^3 - 2x`. The derivative of the outer function with respect to `u` is `f'(u) = -sin(u)`, and the derivative of the inner function with respect to `x` is `g'(x) = d(5x^3 - 2x)/dx = 15x^2 - 2`. Applying the chain rule, `(f∘g)'(x) = f'(g(x))·g'(x)`, we substitute `g(x)` into `f'(u)` and multiply by `g'(x)`: ```csharp using System; public class Program { public static void Main() { // Define the function h(x) = cos(5x^3 - 2x) Func<double, double> h = x => Math.Cos(5 * Math.Pow(x, 3) - 2 * x); // Define the derivative of h(x) using the chain rule Func<double, double> hDerivative = x => -Math.Sin(5 * Math.Pow(x, 3) - 2 * x) * (15 * Math.Pow(x, 2) - 2); // Print the derivative Console.WriteLine("h'(x) = -sin(5x^3 - 2x) * (15x^2 - 2)"); } } ``` The exact derivative of `h(x) = cos(5x^3 - 2x)` is `h'(x) = -sin(5x^3 - 2x) * (15x^2 - 2)`.

Grader chain

Each grader reads the same baseline + enhanced pair and casts an independent verdict. Disagreement is the framework's own signal — not noise to be averaged away.

V1samba/Meta-Llama-3.3-70B-Instruct
Better
V4qwen2.5-coder-3b-instruct
Better
V5cerebras/qwen-3-235b-a22b-instruct-2507
Worse
V7qwen2.5-coder-7b-instruct
Better
V8openai/gpt-4.1
Better
V9anthropic/claude-opus-4-7
Same
V12openai/gpt-4o
Better

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