Round #807
10 May 2026, 17:58· csharp· Meta-Llama-3.3-70B-Instruct· r14-length-bound
- Complexity
- band 0
- ZP / UO / OBS
- 3 / 2 / 1
- Journey weight
- 355
- Lightshift ΔL
- —
Prompt
Use HAVING to filter aggregate results: orders with more than 5 line items.
Zero-point index (what the engine surfaced)
ZPI-ZPI-0024 | 2026-05-10T17:58:10Z
Use HAVING to filter aggregate results: orders with more than 5 line items.
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 — 2 entries (implied truths)
○ hsl(340.51, 100%, 22%) IEnumerable of T [feature]
○ hsl(15.38, 100%, 22%) var [feature]
OBSERVED — 1 entries (explicit in request)
◉ hsl(98.46, 100%, 50%) with [feature]
COMPLEXITY │ 6 entries │ spread: 325° │ band: LOW
Baseline response (no ZPI)
```csharp
using System;
using System.Data;
using System.Linq;
class Program
{
static void Main()
{
// Create a sample DataTable
DataTable dt = new DataTable();
dt.Columns.Add("order_id", typeof(int));
dt.Columns.Add("product_id", typeof(int));
dt.Rows.Add(1, 101);
dt.Rows.Add(1, 102);
dt.Rows.Add(1, 103);
dt.Rows.Add(2, 201);
dt.Rows.Add(3, 301);
dt.Rows.Add(3, 302);
dt.Rows.Add(3, 303);
dt.Rows.Add(3, 304);
dt.Rows.Add(3, 305);
dt.Rows.Add(3, 306);
dt.Rows.Add(4, 401);
dt.Rows.Add(4, 402);
dt.Rows.Add(4, 403);
dt.Rows.Add(4, 404);
dt.Rows.Add(4, 405);
dt.Rows.Add(4, 406);
dt.Rows.Add(4, 407);
// Group by order_id and count the number of rows for each group
var grouped = dt.AsEnumerable()
.GroupBy(r => r.Field<int>("order_id"))
.Select(g => new { order_id = g.Key, num_line_items = g.Count() });
// Filter the results to include only groups with more than 5 rows
var filtered = grouped.Where(g => g.num_line_items > 5);
// Print the results
foreach (var row in filtered)
{
Console.WriteLine($"order_id: {row.order_id}, num_line_items: {row.num_line_items}");
}
}
}
```
Enhanced response (with ZPI)
```csharp
using System;
using System.Data;
using System.Data.SqlClient;
class Program
{
static void Main()
{
// Connection string
string connectionString = "Server=myServerAddress;Database=myDataBase;User Id=myUsername;Password=myPassword;";
// SQL query
string query = @"
SELECT OrderID, COUNT(*) as LineItemCount
FROM Orders
GROUP BY OrderID
HAVING COUNT(*) > 5
";
// Create a new SqlConnection object
using (SqlConnection connection = new SqlConnection(connectionString))
{
// Open the connection
connection.Open();
// Create a new SqlCommand object
using (SqlCommand command = new SqlCommand(query, connection))
{
// Execute the query and read the results
using (SqlDataReader reader = command.ExecuteReader())
{
while (reader.Read())
{
Console.WriteLine($"Order ID: {reader["OrderID"]}, Line Item Count: {reader["LineItemCount"]}");
}
}
}
}
}
}
```
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
BetterComments
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