Round #774

10 May 2026, 17:35· csharp· Meta-Llama-3.3-70B-Instruct· r14-length-bound
Complexity
band 0
ZP / UO / OBS
3 / 0 / 1
Journey weight
235
Lightshift ΔL

Prompt

If x plus y equals 10 and x minus y equals 4, what are x and y?

Zero-point index (what the engine surfaced)

ZPI-ZPI-0020 | 2026-05-10T17:35:14Z If x plus y equals 10 and x minus y equals 4, what are x and y? 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 — 1 entries (explicit in request) ◉ hsl(74.87, 100%, 15%) equals [feature] COMPLEXITY │ 4 entries │ spread: 0° │ band: LOW

Baseline response (no ZPI)

```csharp using System; class Program { static void Main() { // Given equations // x + y = 10 // x - y = 4 // Add the two equations to eliminate y // 2x = 14 double x = 14 / 2.0; // Substitute x into one of the original equations to solve for y double y = 10 - x; Console.WriteLine("x = " + x); Console.WriteLine("y = " + y); } } ```

Enhanced response (with ZPI)

We can solve this system of equations by adding the two equations together, which eliminates y: (x + y) + (x - y) = 10 + 4, simplifying to 2x = 14, so x = 7. Then, substituting x = 7 into one of the original equations, x + y = 10, gives 7 + y = 10, so y = 3. Therefore, x = 7 and y = 3.

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

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