Round #541

09 May 2026, 20:50· 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 stopped working

Zero-point index (what the engine surfaced)

ZPI-ZPI-0093 | 2026-05-09T20:50:35Z it stopped 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 your application has stopped working. To help you troubleshoot the issue, I'll need some more information about what happened when it stopped working. Here are some questions to consider: 1. **What was happening at the time of the crash?** Were you performing a specific action or task? 2. **Did you receive any error messages?** If so, please provide the details. 3. **Can you reproduce the issue consistently?** If yes, under what conditions does it happen? 4. **Have you made any recent changes to your code or environment?** 5. **Is there a specific piece of code that seems to be causing the problem?** Once I have this information, I can provide more targeted advice on how to diagnose and potentially fix the issue.

Enhanced response (with ZPI)

To help you resolve the issue, I'll need more specific details about what "it" refers to and what exactly is not working. Could you please provide: 1. The context in which it stopped working (e.g., a particular piece of code, an application, a service). 2. Any error messages or logs that are being displayed. 3. A brief description of the expected behavior versus the actual behavior. With this information, I can better understand the problem 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
Better
V8openai/gpt-4.1
Same
V9anthropic/claude-opus-4-7
Worse
V12openai/gpt-4o
Same

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