Round #531

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

it doesnt work

Zero-point index (what the engine surfaced)

ZPI-ZPI-0083 | 2026-05-09T20:49:36Z it doesnt work 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 to hear that it doesn't work as expected. Could you please provide more details about what you're trying to achieve and what issues you're encountering? This will help me understand the problem better and provide a more accurate solution.

Enhanced response (with ZPI)

I'm sorry to hear that it doesn't work as expected. Could you please provide more details about what specifically isn't working? What are the symptoms, error messages, and any relevant code snippets? This information will help me understand the issue better and provide a more accurate solution.

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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