Round #756

10 May 2026, 17:31· csharp· Meta-Llama-3.3-70B-Instruct· r14-length-bound
Complexity
band 0
ZP / UO / OBS
3 / 0 / 2
Journey weight
317
Lightshift ΔL

Prompt

Solve for x: 3x + 7 = 22

Zero-point index (what the engine surfaced)

ZPI-ZPI-0002 | 2026-05-10T17:31:07Z Solve for x: 3x + 7 = 22 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 — 2 entries (explicit in request) ◉ hsl(148.72, 100%, 15%) + [feature] ◉ hsl(175.38, 100%, 18%) = [feature] COMPLEXITY │ 5 entries │ spread: 27° │ band: LOW

Baseline response (no ZPI)

To solve for x, we need to isolate x on one side of the equation. Here's the step-by-step solution: 3x + 7 = 22 Subtract 7 from both sides: 3x = 22 - 7 3x = 15 Divide both sides by 3: x = 15 / 3 x = 5 Therefore, the value of x is 5.

Enhanced response (with ZPI)

x = 5.

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
Worse

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