Round #522

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

change how it works

Zero-point index (what the engine surfaced)

ZPI-ZPI-0074 | 2026-05-09T20:48:46Z change how it works 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 context to understand what you're referring to. Could you please provide more details or specify which part of your application or system you want to change? This will help me give you a more accurate and helpful response.

Enhanced response (with ZPI)

I'm sorry, but I need more context to understand what specific functionality you want to change or improve. Could you please provide details about the current behavior and the desired changes? This will help me give you a tailored solution that meets your requirements.

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
Same
V4qwen2.5-coder-3b-instruct
Better
V5openrouter/qwen/qwen3-235b-a22b-2507
Same
V7qwen2.5-coder-7b-instruct
Same
V8openai/gpt-4.1
Same
V9anthropic/claude-opus-4-7
Same
V12openai/gpt-4o
Same

Comments

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