Round #527

09 May 2026, 20:49· csharp· qwen2.5-coder-7b-instruct· r13-clean-hints
Complexity
band 0
ZP / UO / OBS
0 / 0 / 0
Journey weight
0
Lightshift ΔL

Prompt

fix the problem

Zero-point index (what the engine surfaced)

ZPI-ZPI-0079 | 2026-05-09T20:49:04Z fix the problem 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)

I'm sorry, but I need more information about the problem you're facing in order to provide an accurate solution. Can you please describe the issue in detail?

Enhanced response (with ZPI)

To address the issue you're facing, I'll need more details about the specific problem you're encountering. Please provide the error message, stack trace, and any relevant code snippets so that I can assist you effectively.

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

Comments

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