Round #544

09 May 2026, 23:10· csharp· Meta-Llama-3.3-70B-Instruct· r13-clean-hints
Complexity
band 0
ZP / UO / OBS
0 / 0 / 0
Journey weight
0
Lightshift ΔL

Prompt

What is 12 percent of 350?

Zero-point index (what the engine surfaced)

ZPI-ZPI-0003 | 2026-05-09T23:10:30Z What is 12 percent of 350? ZERO POINT — 0 entries (structural invariants) UNOBSERVED — 0 entries (implied truths) OBSERVED — 0 entries (explicit in request) COMPLEXITY │ 0 entries │ spread: 0° │ band: LOW

Baseline response (no ZPI)

To find 12 percent of 350, you can multiply 350 by 0.12. 12 percent of 350 = 0.12 * 350 = 42 So, 12 percent of 350 is 42.

Enhanced response (with ZPI)

To calculate 12 percent of 350, you can multiply 350 by 0.12. ```csharp using System; class Program { static void Main() { double number = 350; double percentage = 12; double result = CalculatePercentage(number, percentage); Console.WriteLine($"{percentage}% of {number} is {result}"); } static double CalculatePercentage(double number, double percentage) { return number * (percentage / 100); } } ``` In this code: - We define a method `CalculatePercentage` that takes a number and a percentage as input. - Inside the method, we calculate the percentage of the number by multiplying the number with the percentage divided by 100. - In the `Main` method, we call `CalculatePercentage` with the number 350 and the percentage 12, and print the result. When you run this code, it will output: `12% of 350 is 42`. Therefore, 12 percent of 350 is 42.

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
Better
V8openai/gpt-4.1
Better
V9anthropic/claude-opus-4-7
Better
V12openai/gpt-4o
Better

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