Round #526

09 May 2026, 20:48· csharp· qwen2.5-coder-7b-instruct· r13-clean-hints
Complexity
band 0
ZP / UO / OBS
0 / 0 / 0
Journey weight
0
Lightshift ΔL

Prompt

the app is broken

Zero-point index (what the engine surfaced)

ZPI-ZPI-0078 | 2026-05-09T20:48:55Z the app is broken 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 is broken. To help you resolve the issue, I'll need some more information about what specifically is wrong with the app. Here are a few questions to get started: 1. **What platform is the app running on?** (e.g., Windows, macOS, Linux) 2. **What programming language is the app written in?** 3. **Can you provide any error messages or logs that appear when the app crashes or behaves unexpectedly?** 4. **Is there a specific action or feature that causes the app to break?** 5. **Have you made any recent changes to the app, such as updates or code modifications?** Once I have this information, I can offer more targeted advice on how to troubleshoot and potentially fix the issue.

Enhanced response (with ZPI)

I'm sorry to hear that your application is broken. To help you effectively, I'll need more details about the specific issues you're encountering. Here are some common steps and questions that can guide us: 1. **Error Messages**: What error messages are you seeing? Are they exceptions or runtime errors? 2. **Logs**: Do you have any logs that could provide more context about what went wrong? 3. **Code Snippets**: If possible, share the code snippets where the issues occur. 4. **Environment**: What is your development environment like (e.g., .NET version, operating system)? 5. **Steps to Reproduce**: Can you describe the steps to reproduce the issue? Once I have more information, I can provide more targeted assistance and guidance on how to fix the problem.

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
Same
V12openai/gpt-4o
Same

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