Round #785

10 May 2026, 17:52· csharp· Meta-Llama-3.3-70B-Instruct· r14-length-bound
Complexity
band 0
ZP / UO / OBS
3 / 0 / 3
Journey weight
335
Lightshift ΔL

Prompt

Find products that have never been ordered using a left join.

Zero-point index (what the engine surfaced)

ZPI-ZPI-0002 | 2026-05-10T17:52:42Z Find products that have never been ordered using a left join. 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 — 3 entries (explicit in request) ◉ hsl(72.82, 100%, 15%) join [feature] ◉ hsl(85.13, 100%, 50%) using [feature] ◉ hsl(234.87, 100%, 50%) using [feature] COMPLEXITY │ 6 entries │ spread: 162° │ band: LOW

Baseline response (no ZPI)

```csharp using System; using System.Data; using System.Linq; public class Product { public int ProductID { get; set; } public string ProductName { get; set; } } public class OrderDetail { public int OrderID { get; set; } public int ProductID { get; set; } } class Program { static void Main() { // Create data tables var products = new[] { new Product { ProductID = 1, ProductName = "Product A" }, new Product { ProductID = 2, ProductName = "Product B" }, new Product { ProductID = 3, ProductName = "Product C" }, new Product { ProductID = 4, ProductName = "Product D" }, new Product { ProductID = 5, ProductName = "Product E" }, }; var orderDetails = new[] { new OrderDetail { OrderID = 1, ProductID = 1 }, new OrderDetail { OrderID = 1, ProductID = 2 }, new OrderDetail { OrderID = 2, ProductID = 3 }, new OrderDetail { OrderID = 3, ProductID = 1 }, new OrderDetail { OrderID = 3, ProductID = 2 }, }; // Perform left join var result = from p in products join od in orderDetails on p.ProductID equals od.ProductID into leftJoin from lj in leftJoin.DefaultIfEmpty() where lj == null select p; // Print the result foreach (var product in result) { Console.WriteLine($"ProductID: {product.ProductID}, ProductName: {product.ProductName}"); } } } ```

Enhanced response (with ZPI)

```csharp using System; using System.Data; using System.Data.SqlClient; public class Product { public int ProductId { get; set; } public string ProductName { get; set; } } public class Order { public int OrderId { get; set; } public int ProductId { get; set; } } public class Program { public static void Main() { string connectionString = "Server=myServerAddress;Database=myDataBase;User Id=myUsername;Password=myPassword;"; string query = @" SELECT p.ProductId, p.ProductName FROM Products p LEFT JOIN Orders o ON p.ProductId = o.ProductId WHERE o.OrderId IS NULL "; using (SqlConnection connection = new SqlConnection(connectionString)) { connection.Open(); using (SqlCommand command = new SqlCommand(query, connection)) { using (SqlDataReader reader = command.ExecuteReader()) { while (reader.Read()) { Console.WriteLine($"Product ID: {reader["ProductId"]}, Product Name: {reader["ProductName"]}"); } } } } } } ``` This C# code uses a left join to find products that have never been ordered by selecting products from the `Products` table where there is no matching order in the `Orders` table. The result is then printed to the console. This implementation requires a more detailed explanation due to the complexity of the database query and the need for proper error handling.

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
Better

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