Round #808

10 May 2026, 17:58· csharp· Meta-Llama-3.3-70B-Instruct· r14-length-bound
Complexity
band 0
ZP / UO / OBS
3 / 0 / 1
Journey weight
200
Lightshift ΔL

Prompt

Find the date with the highest number of new signups in a users table.

Zero-point index (what the engine surfaced)

ZPI-ZPI-0025 | 2026-05-10T17:58:25Z Find the date with the highest number of new signups in a users table. ZERO POINT — 3 entries (structural invariants) ● hsl(7.18, 100%, 50%) class [feature] ● hsl(0.00, 100%, 50%) public [feature] ● hsl(84.10, 100%, 50%) namespace [feature] UNOBSERVED — 0 entries (implied truths) OBSERVED — 1 entries (explicit in request) ◉ hsl(98.46, 100%, 50%) with [feature] COMPLEXITY │ 4 entries │ spread: 0° │ band: LOW

Baseline response (no ZPI)

```csharp using System; using System.Collections.Generic; using System.Linq; public class User { public string Name { get; set; } public DateTime SignupDate { get; set; } } class Program { static void Main() { var users = new List<User> { new User { Name = "John", SignupDate = DateTime.Parse("2022-01-01") }, new User { Name = "Jane", SignupDate = DateTime.Parse("2022-01-01") }, new User { Name = "Alice", SignupDate = DateTime.Parse("2022-01-02") }, new User { Name = "Bob", SignupDate = DateTime.Parse("2022-01-03") }, new User { Name = "Charlie", SignupDate = DateTime.Parse("2022-01-03") }, new User { Name = "Dave", SignupDate = DateTime.Parse("2022-01-03") }, }; var signupCounts = users.GroupBy(u => u.SignupDate) .OrderByDescending(g => g.Count()) .FirstOrDefault(); Console.WriteLine($"The date with the highest number of new signups is: {signupCounts.Key.ToString("yyyy-MM-dd")}"); } } ```

Enhanced response (with ZPI)

```csharp using System; using System.Collections.Generic; using System.Linq; public class User { public DateTime SignupDate { get; set; } } public class Program { public static DateTime FindDateWithMostSignups(List<User> users) { if (users == null || users.Count == 0) { throw new ArgumentException("Users list is empty"); } var signupCounts = users .GroupBy(u => u.SignupDate.Date) .OrderByDescending(g => g.Count()) .FirstOrDefault(); return signupCounts.Key; } public static void Main(string[] args) { var users = new List<User> { new User { SignupDate = DateTime.Parse("2022-01-01") }, new User { SignupDate = DateTime.Parse("2022-01-01") }, new User { SignupDate = DateTime.Parse("2022-01-02") }, new User { SignupDate = DateTime.Parse("2022-01-03") }, new User { SignupDate = DateTime.Parse("2022-01-03") }, new User { SignupDate = DateTime.Parse("2022-01-03") }, }; var dateWithMostSignups = FindDateWithMostSignups(users); Console.WriteLine(dateWithMostSignups); } } ``` This code defines a `User` class with a `SignupDate` property and a `FindDateWithMostSignups` method that takes a list of `User` objects and returns the date with the highest number of new signups. The `Main` method demonstrates how to use this method with a sample list of users. The date with the most signups is then printed to the console. This implementation requires additional text to explain the code and its usage.

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
Better
V12openai/gpt-4o
Better

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