Round #757

10 May 2026, 17:31· csharp· Meta-Llama-3.3-70B-Instruct· r14-length-bound

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 | 2026-05-10T17:31:27Z 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)

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

Worse

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

Same

V12openai/gpt-4o

Worse

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