Round #530

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

its not working

Zero-point index (what the engine surfaced)

ZPI-ZPI-0082 | 2026-05-09T20:49:34Z its not working 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 you're having trouble with something. Could you please provide more details about what specifically isn't working? This will help me understand the issue better and provide a more accurate solution.

Enhanced response (with ZPI)

I'm sorry to hear that you're having trouble with your code. Could you please provide more details about what's not working? Specifically, include any error messages, stack traces, and a snippet of the code that is causing issues. This will help me understand the problem 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
Better
V7qwen2.5-coder-7b-instruct
Same
V8openai/gpt-4.1
Better
V9anthropic/claude-opus-4-7
Better
V12openai/gpt-4o
Same

Comments

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