Round #517

09 May 2026, 20:48· csharp· qwen2.5-coder-7b-instruct· r13-clean-hints
Complexity
band 0
ZP / UO / OBS
3 / 4 / 0
Journey weight
421
Lightshift ΔL
—

Prompt

No entity, no technology, no domain. Just an action verb or complaint.

Zero-point index (what the engine surfaced)

ZPI-ZPI-0069 | 2026-05-09T20:48:18Z No entity, no technology, no domain. Just an action verb or complaint. ZERO POINT — 3 entries (structural invariants) ● hsl(27.69, 100%, 50%) async [feature] ● hsl(145.64, 100%, 44%) Task of T [feature] ● hsl(348.72, 100%, 30%) IDisposable [feature] UNOBSERVED — 4 entries (implied truths) ○ hsl(9.23, 100%, 50%) interface [feature] ○ hsl(180.92, 100%, 22%) Database health check [function] ○ hsl(144.00, 100%, 42%) Connection resilience [function] ○ hsl(83.08, 100%, 42%) ILogger of T injection [function] OBSERVED — 0 entries (explicit in request) COMPLEXITY │ 7 entries │ spread: 172° │ band: LOW

Baseline response (no ZPI)

Understood. Please provide the specific action verb or complaint you'd like assistance with.

Enhanced response (with ZPI)

**Action Verb:** - **Complaint** **Explanation:** The request is vague and does not specify any particular action or issue to address. Therefore, the most appropriate response would be a complaint about the lack of clarity in the request itself. --- **Complaint:** I'm sorry, but I'm unable to provide a meaningful response because the request lacks specific details. Could you please provide more information or context so that I can assist you effectively?

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
Better
V8openai/gpt-4.1
Better
V9anthropic/claude-opus-4-7
Worse
V12openai/gpt-4o
Worse

Comments

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