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
BetterV4qwen2.5-coder-3b-instruct
BetterV5cerebras/qwen-3-235b-a22b-instruct-2507
WorseV7qwen2.5-coder-7b-instruct
BetterV8openai/gpt-4.1
BetterV9anthropic/claude-opus-4-7
SameV12openai/gpt-4o
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