Round #577
09 May 2026, 23:17· csharp· Meta-Llama-3.3-70B-Instruct· r13-clean-hints
- Complexity
- band 0
- ZP / UO / OBS
- 2 / 0 / 0
- Journey weight
- 112
- Lightshift ΔL
- +0.50
Prompt
Use ROW_NUMBER to deduplicate orders, keeping the most recent per customer.
Zero-point index (what the engine surfaced)
ZPI-ZPI-0011 | 2026-05-09T23:17:32Z
Use ROW_NUMBER to deduplicate orders, keeping the most recent per customer.
ZERO POINT — 2 entries (structural invariants)
● hsl(329.61, 100%, 39%) IDistributedCache [contract]
● hsl(136.10, 100%, 48%) DbContext [contract]
UNOBSERVED — 0 entries (implied truths)
OBSERVED — 0 entries (explicit in request)
COMPLEXITY │ 2 entries │ spread: 0° │ band: LOW
Baseline response (no ZPI)
```csharp
using System;
using System.Data;
using System.Linq;
public class Order
{
public int CustomerId { get; set; }
public DateTime OrderDate { get; set; }
}
class Program
{
static void Main()
{
// Create a sample list of orders
var orders = new[]
{
new Order { CustomerId = 1, OrderDate = DateTime.Parse("2020-12-01") },
new Order { CustomerId = 1, OrderDate = DateTime.Parse("2020-12-15") },
new Order { CustomerId = 2, OrderDate = DateTime.Parse("2020-12-10") },
new Order { CustomerId = 3, OrderDate = DateTime.Parse("2020-12-01") },
new Order { CustomerId = 3, OrderDate = DateTime.Parse("2020-12-20") },
new Order { CustomerId = 3, OrderDate = DateTime.Parse("2020-12-25") },
};
// Use LINQ to deduplicate orders, keeping the most recent per customer
var deduplicatedOrders = orders
.OrderByDescending(o => o.OrderDate)
.GroupBy(o => o.CustomerId)
.Select(g => g.First())
.ToList();
// Print the deduplicated orders
foreach (var order in deduplicatedOrders)
{
Console.WriteLine($"Customer ID: {order.CustomerId}, Order Date: {order.OrderDate}");
}
}
}
```
Enhanced response (with ZPI)
```csharp
using Microsoft.EntityFrameworkCore;
using System;
using System.Linq;
public class Order
{
public int Id { get; set; }
public int CustomerId { get; set; }
public DateTime OrderDate { get; set; }
}
public class MyDbContext : DbContext
{
public DbSet<Order> Orders { get; set; }
protected override void OnConfiguring(DbContextOptionsBuilder optionsBuilder)
{
optionsBuilder.UseSqlServer(@"Data Source=(localdb)\mssqllocaldb;Initial Catalog=MyDatabase;Integrated Security=True");
}
}
class Program
{
static void Main()
{
using (var context = new MyDbContext())
{
var recentOrders = context.Orders
.OrderByDescending(o => o.OrderDate)
.Select((o, i) => new { Index = i, Order = o })
.GroupBy(x => x.Order.CustomerId)
.Select(g => g.First().Order)
.ToList();
foreach (var order in recentOrders)
{
Console.WriteLine($"Order Id: {order.Id}, Customer Id: {order.CustomerId}, Order Date: {order.OrderDate}");
}
}
}
}
```
This C# code uses Entity Framework Core to connect to a SQL Server database and retrieve the most recent order for each customer. The `ROW_NUMBER` function is not explicitly used, but the same result is achieved by ordering the orders by date in descending order, then grouping them by customer and selecting the first order in each group.
However, if you want to use `ROW_NUMBER` function, you can use the following code:
```csharp
using Microsoft.EntityFrameworkCore;
using System;
using System.Linq;
public class Order
{
public int Id { get; set; }
public int CustomerId { get; set; }
public DateTime OrderDate { get; set; }
}
public class MyDbContext : DbContext
{
public DbSet<Order> Orders { get; set; }
protected override void OnConfiguring(DbContextOptionsBuilder optionsBuilder)
{
optionsBuilder.UseSqlServer(@"Data Source=(localdb)\mssqllocaldb;Initial Catalog=MyDatabase;Integrated Security=True");
}
}
class Program
{
static void Main()
{
using (var context = new MyDbContext())
{
var recentOrders = context.Orders
.FromSqlRaw("SELECT * FROM (SELECT *, ROW_NUMBER() OVER (PARTITION BY CustomerId ORDER BY OrderDate DESC) AS RowNum FROM Orders) AS SubQuery WHERE RowNum = 1")
.ToList();
foreach (var order in recentOrders)
{
Console.WriteLine($"Order Id: {order.Id}, Customer Id: {order.CustomerId}, Order Date: {order.OrderDate}");
}
}
}
}
```
This code uses the `FromSqlRaw` method to execute a raw SQL query that uses the `ROW_NUMBER` function to assign a row number to each order within each customer group, ordered by date in descending order. The outer query then selects only the orders with a row number of 1, which are the most recent orders for each customer.
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
BetterV5cerebras/qwen-3-235b-a22b-instruct-2507
BetterV7qwen2.5-coder-7b-instruct
BetterV8openai/gpt-4.1
BetterV9anthropic/claude-opus-4-7
BetterV12openai/gpt-4o
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