Round #891

11 May 2026, 10:00· csharp· Meta-Llama-3.3-70B-Instruct· r15-firing-v3
Complexity
band 1
ZP / UO / OBS
3 / 0 / 9
Journey weight
810
Lightshift ΔL

Prompt

Use a yield return iterator method to lazily enumerate Fibonacci numbers up to a given limit. Show the caller using foreach with a take of 10.

Zero-point index (what the engine surfaced)

ZPI-ZPI-0023 | 2026-05-11T10:00:23Z Use a yield return iterator method to lazily enumerate Fibonacci numbers up to a given limit. Show the caller using foreach with a take of 10. ZERO POINT — 3 entries (structural invariants) ● hsl(7.18, 100%, 50%) class [feature] ● hsl(0.00, 100%, 50%) public [feature] ● hsl(84.10, 100%, 50%) namespace [feature] UNOBSERVED — 0 entries (implied truths) OBSERVED — 9 entries (explicit in request) ◉ hsl(40.00, 100%, 15%) foreach [feature] ◉ hsl(45.13, 100%, 15%) return [feature] ◉ hsl(48.21, 100%, 15%) yield [feature] ◉ hsl(85.13, 100%, 50%) using [feature] ◉ hsl(98.46, 100%, 50%) with [feature] ◉ hsl(217.44, 100%, 15%) foreach [feature] ◉ hsl(222.56, 100%, 15%) return [feature] ◉ hsl(225.64, 100%, 15%) yield return [feature] ◉ hsl(234.87, 100%, 50%) using [feature] COMPLEXITY │ 12 entries │ spread: 195° │ band: MEDIUM

Baseline response (no ZPI)

```csharp using System; using System.Collections.Generic; using System.Linq; public class Program { public static IEnumerable<int> Fibonacci(int limit) { int a = 0, b = 1; while (a <= limit) { yield return a; int temp = a; a = b; b = temp + b; } } public static void Main() { var fib = Fibonacci(100).Take(10); foreach (var num in fib) { Console.WriteLine(num); } } } ```

Enhanced response (with ZPI)

```csharp using System; using System.Collections.Generic; using System.Linq; public class FibonacciGenerator { public static IEnumerable<int> GenerateFibonacci(int limit) { int a = 0; int b = 1; while (a <= limit) { yield return a; int temp = a; a = b; b = temp + b; } } } class Program { static void Main() { var fibonacciNumbers = FibonacciGenerator.GenerateFibonacci(100); foreach (var number in fibonacciNumbers.Take(10)) { Console.WriteLine(number); } } } ``` This implementation uses a generator method to lazily produce Fibonacci numbers up to the specified limit, and the `Take` method to limit the output to the first 10 numbers. The `Main` method demonstrates how to use this generator with a `foreach` loop.

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
V5openrouter/qwen/qwen3-235b-a22b-2507
Better
V7qwen2.5-coder-7b-instruct
Same
V8openai/gpt-4.1
Better
V9anthropic/claude-opus-4-7
Same
V12openai/gpt-4o
Better

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