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
BetterV4qwen2.5-coder-3b-instruct
BetterV5openrouter/qwen/qwen3-235b-a22b-2507
BetterV7qwen2.5-coder-7b-instruct
BetterV8openai/gpt-4.1
BetterV9anthropic/claude-opus-4-7
WorseV12openai/gpt-4o
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