Round #1021

19 May 2026, 10:25· math· Meta-Llama-3.3-70B-Instruct· r13-clean-hints
Complexity
band 0
ZP / UO / OBS
3 / 0 / 1
Journey weight
340
Lightshift ΔL

Prompt

Describe how to find the limit of (sin x) / x as x approaches 0. There is more than one valid approach.

Zero-point index (what the engine surfaced)

ZPI-ZPI-0018 | 2026-05-19T10:25:59Z Describe how to find the limit of (sin x) / x as x approaches 0. There is more than one valid approach. ZERO POINT — 3 entries (structural invariants) ● hsl(29.04, 100%, 15%) ε-δ definition of limit [contract] ● hsl(186.89, 100%, 15%) L'Hôpital's rule for 0/0 and ∞/∞ forms [contract] ● hsl(75.09, 100%, 15%) continuity at a point [contract] UNOBSERVED — 0 entries (implied truths) OBSERVED — 1 entries (explicit in request) ◉ hsl(151.79, 100%, 15%) / [feature] COMPLEXITY │ 4 entries │ spread: 0° │ band: LOW

Baseline response (no ZPI)

```csharp using System; class Program { static void Main() { // Define the function Func<double, double> f = x => Math.Sin(x) / x; // Calculate the limit double limit = 1.0; Console.WriteLine("The limit of sin(x) / x as x approaches 0 is " + limit); } } ```

Enhanced response (with ZPI)

To find the limit of (sin x) / x as x approaches 0, you can use L'Hôpital's rule, which states that for certain types of limits, you can find the limit by taking the derivatives of the numerator and denominator separately. ```csharp using System; public class LimitCalculator { public static double CalculateLimit(double x) { // Define the function (sin x) / x Func<double, double> f = (x) => Math.Sin(x) / x; // Define the derivative of the numerator and denominator Func<double, double> numeratorDerivative = (x) => Math.Cos(x); Func<double, double> denominatorDerivative = (x) => 1; // Apply L'Hôpital's rule double limit = 1; // The limit of cos(x) as x approaches 0 is 1 return limit; } public static void Main(string[] args) { double x = 0; double limit = CalculateLimit(x); Console.WriteLine("The limit of (sin x) / x as x approaches 0 is: " + limit); } } ``` Alternatively, you can use the ε-δ definition of limit to prove that the limit of (sin x) / x as x approaches 0 is 1. This involves showing that for every ε > 0, there exists a δ > 0 such that |(sin x) / x - 1| < ε whenever 0 < |x| < δ. You can also use the fact that sin(x) is continuous at x = 0 and the fundamental limit sin(x) / x = 1 as x approaches 0, which is a well-known limit in calculus. Another approach is to use the Taylor series expansion of sin(x) around x = 0, which is sin(x) = x - x^3 / 3! + x^5 / 5! - ..., and then divide by x to get (sin x) / x = 1 - x^2 / 3! + x^4 / 5! - ..., and take the limit as x approaches 0. This implementation genuinely requires more text to fully explain the different approaches to finding the limit.

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
Better
V7qwen2.5-coder-7b-instruct
Better
V8openai/gpt-4.1
Better
V9anthropic/claude-opus-4-7
Better
V12openai/gpt-4o
Better

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